{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "                       HW1 线性回归 共享单车数量预测\n",
    "Capital Bikeshare 提供的自行车数据上进行回归分析，训练数据为2011年，预测2012年的单车共享数量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra  导入Numpy 数据处理\n",
    "import pandas as pd # data processing, CSV file I/O 导入pandas 处理CSV文件\n",
    "\n",
    "import matplotlib.pyplot as plt  #画图 可视化\n",
    "import seaborn as sns   #可视化\n",
    "#color = sns.color_palette() \n",
    "#图形出现在Notebook里而不是新窗口\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011/1/1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011/1/2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011/1/3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011/1/4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011/1/5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant    dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011/1/1       1   0     1        0        6           0   \n",
       "1        2  2011/1/2       1   0     1        0        0           0   \n",
       "2        3  2011/1/3       1   0     1        0        1           1   \n",
       "3        4  2011/1/4       1   0     1        0        2           1   \n",
       "4        5  2011/1/5       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 读取数据\n",
    "#dpath =r'C:\\Users\\N\\Desktop'\n",
    "#将数据day.csv放入到本code的同一文件夹后，直接调用csv文件\n",
    "data = pd.read_csv(\"day.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of      instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0          1    2011/1/1       1   0     1        0        6           0   \n",
       "1          2    2011/1/2       1   0     1        0        0           0   \n",
       "2          3    2011/1/3       1   0     1        0        1           1   \n",
       "3          4    2011/1/4       1   0     1        0        2           1   \n",
       "4          5    2011/1/5       1   0     1        0        3           1   \n",
       "5          6    2011/1/6       1   0     1        0        4           1   \n",
       "6          7    2011/1/7       1   0     1        0        5           1   \n",
       "7          8    2011/1/8       1   0     1        0        6           0   \n",
       "8          9    2011/1/9       1   0     1        0        0           0   \n",
       "9         10   2011/1/10       1   0     1        0        1           1   \n",
       "10        11   2011/1/11       1   0     1        0        2           1   \n",
       "11        12   2011/1/12       1   0     1        0        3           1   \n",
       "12        13   2011/1/13       1   0     1        0        4           1   \n",
       "13        14   2011/1/14       1   0     1        0        5           1   \n",
       "14        15   2011/1/15       1   0     1        0        6           0   \n",
       "15        16   2011/1/16       1   0     1        0        0           0   \n",
       "16        17   2011/1/17       1   0     1        1        1           0   \n",
       "17        18   2011/1/18       1   0     1        0        2           1   \n",
       "18        19   2011/1/19       1   0     1        0        3           1   \n",
       "19        20   2011/1/20       1   0     1        0        4           1   \n",
       "20        21   2011/1/21       1   0     1        0        5           1   \n",
       "21        22   2011/1/22       1   0     1        0        6           0   \n",
       "22        23   2011/1/23       1   0     1        0        0           0   \n",
       "23        24   2011/1/24       1   0     1        0        1           1   \n",
       "24        25   2011/1/25       1   0     1        0        2           1   \n",
       "25        26   2011/1/26       1   0     1        0        3           1   \n",
       "26        27   2011/1/27       1   0     1        0        4           1   \n",
       "27        28   2011/1/28       1   0     1        0        5           1   \n",
       "28        29   2011/1/29       1   0     1        0        6           0   \n",
       "29        30   2011/1/30       1   0     1        0        0           0   \n",
       "..       ...         ...     ...  ..   ...      ...      ...         ...   \n",
       "701      702   2012/12/2       4   1    12        0        0           0   \n",
       "702      703   2012/12/3       4   1    12        0        1           1   \n",
       "703      704   2012/12/4       4   1    12        0        2           1   \n",
       "704      705   2012/12/5       4   1    12        0        3           1   \n",
       "705      706   2012/12/6       4   1    12        0        4           1   \n",
       "706      707   2012/12/7       4   1    12        0        5           1   \n",
       "707      708   2012/12/8       4   1    12        0        6           0   \n",
       "708      709   2012/12/9       4   1    12        0        0           0   \n",
       "709      710  2012/12/10       4   1    12        0        1           1   \n",
       "710      711  2012/12/11       4   1    12        0        2           1   \n",
       "711      712  2012/12/12       4   1    12        0        3           1   \n",
       "712      713  2012/12/13       4   1    12        0        4           1   \n",
       "713      714  2012/12/14       4   1    12        0        5           1   \n",
       "714      715  2012/12/15       4   1    12        0        6           0   \n",
       "715      716  2012/12/16       4   1    12        0        0           0   \n",
       "716      717  2012/12/17       4   1    12        0        1           1   \n",
       "717      718  2012/12/18       4   1    12        0        2           1   \n",
       "718      719  2012/12/19       4   1    12        0        3           1   \n",
       "719      720  2012/12/20       4   1    12        0        4           1   \n",
       "720      721  2012/12/21       1   1    12        0        5           1   \n",
       "721      722  2012/12/22       1   1    12        0        6           0   \n",
       "722      723  2012/12/23       1   1    12        0        0           0   \n",
       "723      724  2012/12/24       1   1    12        0        1           1   \n",
       "724      725  2012/12/25       1   1    12        1        2           0   \n",
       "725      726  2012/12/26       1   1    12        0        3           1   \n",
       "726      727  2012/12/27       1   1    12        0        4           1   \n",
       "727      728  2012/12/28       1   1    12        0        5           1   \n",
       "728      729  2012/12/29       1   1    12        0        6           0   \n",
       "729      730  2012/12/30       1   1    12        0        0           0   \n",
       "730      731  2012/12/31       1   1    12        0        1           1   \n",
       "\n",
       "     weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0             2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1             2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2             1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3             1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4             1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "5             1  0.204348  0.233209  0.518261   0.089565      88        1518   \n",
       "6             2  0.196522  0.208839  0.498696   0.168726     148        1362   \n",
       "7             2  0.165000  0.162254  0.535833   0.266804      68         891   \n",
       "8             1  0.138333  0.116175  0.434167   0.361950      54         768   \n",
       "9             1  0.150833  0.150888  0.482917   0.223267      41        1280   \n",
       "10            2  0.169091  0.191464  0.686364   0.122132      43        1220   \n",
       "11            1  0.172727  0.160473  0.599545   0.304627      25        1137   \n",
       "12            1  0.165000  0.150883  0.470417   0.301000      38        1368   \n",
       "13            1  0.160870  0.188413  0.537826   0.126548      54        1367   \n",
       "14            2  0.233333  0.248112  0.498750   0.157963     222        1026   \n",
       "15            1  0.231667  0.234217  0.483750   0.188433     251         953   \n",
       "16            2  0.175833  0.176771  0.537500   0.194017     117         883   \n",
       "17            2  0.216667  0.232333  0.861667   0.146775       9         674   \n",
       "18            2  0.292174  0.298422  0.741739   0.208317      78        1572   \n",
       "19            2  0.261667  0.255050  0.538333   0.195904      83        1844   \n",
       "20            1  0.177500  0.157833  0.457083   0.353242      75        1468   \n",
       "21            1  0.059130  0.079070  0.400000   0.171970      93         888   \n",
       "22            1  0.096522  0.098839  0.436522   0.246600     150         836   \n",
       "23            1  0.097391  0.117930  0.491739   0.158330      86        1330   \n",
       "24            2  0.223478  0.234526  0.616957   0.129796     186        1799   \n",
       "25            3  0.217500  0.203600  0.862500   0.293850      34         472   \n",
       "26            1  0.195000  0.219700  0.687500   0.113837      15         416   \n",
       "27            2  0.203478  0.223317  0.793043   0.123300      38        1129   \n",
       "28            1  0.196522  0.212126  0.651739   0.145365     123         975   \n",
       "29            1  0.216522  0.250322  0.722174   0.073983     140         956   \n",
       "..          ...       ...       ...       ...        ...     ...         ...   \n",
       "701           2  0.347500  0.359208  0.823333   0.124379     892        3757   \n",
       "702           1  0.452500  0.455796  0.767500   0.082721     555        5679   \n",
       "703           1  0.475833  0.469054  0.733750   0.174129     551        6055   \n",
       "704           1  0.438333  0.428012  0.485000   0.324021     331        5398   \n",
       "705           1  0.255833  0.258204  0.508750   0.174754     340        5035   \n",
       "706           2  0.320833  0.321958  0.764167   0.130600     349        4659   \n",
       "707           2  0.381667  0.389508  0.911250   0.101379    1153        4429   \n",
       "708           2  0.384167  0.390146  0.905417   0.157975     441        2787   \n",
       "709           2  0.435833  0.435575  0.925000   0.190308     329        4841   \n",
       "710           2  0.353333  0.338363  0.596667   0.296037     282        5219   \n",
       "711           2  0.297500  0.297338  0.538333   0.162937     310        5009   \n",
       "712           1  0.295833  0.294188  0.485833   0.174129     425        5107   \n",
       "713           1  0.281667  0.294192  0.642917   0.131229     429        5182   \n",
       "714           1  0.324167  0.338383  0.650417   0.106350     767        4280   \n",
       "715           2  0.362500  0.369938  0.838750   0.100742     538        3248   \n",
       "716           2  0.393333  0.401500  0.907083   0.098258     212        4373   \n",
       "717           1  0.410833  0.409708  0.666250   0.221404     433        5124   \n",
       "718           1  0.332500  0.342162  0.625417   0.184092     333        4934   \n",
       "719           2  0.330000  0.335217  0.667917   0.132463     314        3814   \n",
       "720           2  0.326667  0.301767  0.556667   0.374383     221        3402   \n",
       "721           1  0.265833  0.236113  0.441250   0.407346     205        1544   \n",
       "722           1  0.245833  0.259471  0.515417   0.133083     408        1379   \n",
       "723           2  0.231304  0.258900  0.791304   0.077230     174         746   \n",
       "724           2  0.291304  0.294465  0.734783   0.168726     440         573   \n",
       "725           3  0.243333  0.220333  0.823333   0.316546       9         432   \n",
       "726           2  0.254167  0.226642  0.652917   0.350133     247        1867   \n",
       "727           2  0.253333  0.255046  0.590000   0.155471     644        2451   \n",
       "728           2  0.253333  0.242400  0.752917   0.124383     159        1182   \n",
       "729           1  0.255833  0.231700  0.483333   0.350754     364        1432   \n",
       "730           2  0.215833  0.223487  0.577500   0.154846     439        2290   \n",
       "\n",
       "      cnt  \n",
       "0     985  \n",
       "1     801  \n",
       "2    1349  \n",
       "3    1562  \n",
       "4    1600  \n",
       "5    1606  \n",
       "6    1510  \n",
       "7     959  \n",
       "8     822  \n",
       "9    1321  \n",
       "10   1263  \n",
       "11   1162  \n",
       "12   1406  \n",
       "13   1421  \n",
       "14   1248  \n",
       "15   1204  \n",
       "16   1000  \n",
       "17    683  \n",
       "18   1650  \n",
       "19   1927  \n",
       "20   1543  \n",
       "21    981  \n",
       "22    986  \n",
       "23   1416  \n",
       "24   1985  \n",
       "25    506  \n",
       "26    431  \n",
       "27   1167  \n",
       "28   1098  \n",
       "29   1096  \n",
       "..    ...  \n",
       "701  4649  \n",
       "702  6234  \n",
       "703  6606  \n",
       "704  5729  \n",
       "705  5375  \n",
       "706  5008  \n",
       "707  5582  \n",
       "708  3228  \n",
       "709  5170  \n",
       "710  5501  \n",
       "711  5319  \n",
       "712  5532  \n",
       "713  5611  \n",
       "714  5047  \n",
       "715  3786  \n",
       "716  4585  \n",
       "717  5557  \n",
       "718  5267  \n",
       "719  4128  \n",
       "720  3623  \n",
       "721  1749  \n",
       "722  1787  \n",
       "723   920  \n",
       "724  1013  \n",
       "725   441  \n",
       "726  2114  \n",
       "727  3095  \n",
       "728  1341  \n",
       "729  1796  \n",
       "730  2729  \n",
       "\n",
       "[731 rows x 16 columns]>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 查看是否有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 探索数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "查看数据各特征的分布，以及特征之间是否存在相关关系等冗余。\n",
    "我们可以借用可视化工具来直观感觉数据的分布。\n",
    "在Python中，有很多数据可视化途径。 Matplotlib非常强大，也很复杂，不易于学习。 Seaborn是在matplotlib的基础上进行了更高级的API封装，从而使得作图更加容易，在大多数情况下使用seaborn就能做出很具有吸引力的图，而使用matplotlib就能制作具有更多特色的图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 各属性的统计特性\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此处得到各属性的样本数目、均值、标准差、最小值、1/4分位数（25%）、中位数（50%）、3/4分位数（75%）、最大值 可初步了解各特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb199240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 目标y（共享单车数量）的直方图／分布\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.cnt.values, bins=30, kde=True)\n",
    "plt.xlabel('cnt', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fGsb1X7u+YduwUM1KX6WunGQUP4ZL1NF1nc8DTpisK6RNpiTbkX1QaG0REB+AILQgYaGFUWLrBz87iKkjU0bTSqWvUiu1qIto2bBnQ+Syic0UhAmqVRBndB1kzjH1Z2jnkPZc6H67yCUlRQEIQoth44CkLkOcu4anHnkq1L7vFWB5Z7/srnTXjr28oozui7q1tYltieOodX/DW3u4u9J64rT1eiwIHY5pxDp+yzgmdkygf2M/ui/qNlbr8hMm/GfOzqA6Vq2NZJsR+NWxqrZgu00EjzZ2n1GbgcTFlJHUxpTkLYozc3ZGewxFThktPgBBaDGCRqbTJ6cxee+ktfC3JWpkjS5GvjpWxYHbDhgVTlgET9SYeps4fSC+o9amP7o1FUEV0rJGFIAgtBhxQghdp2rc1MtRImtMQu/o1qNYnFuM/TtRTDVRBG9cR61Nf4q+EEwUgCC0GHFy6E+fmsb1X7t+aVVuxO9TiaxHrSahZ7OOIEi52UbeVMeq2D+yP5LgdaOT7l68W7vqN25/ZCGYIAiJEieHviuUvIIuCrzAOHDbAexatSvUpBJXuIWZXWxMNe7I3+QAT1Lw2vRHFoIJLYOtzVTIn6iLqXSC1RTXb2JxbtEZxSuTyvgt49i1alfDfWISbmG/547QTfddkKnGvXeDqpUF9S0ONqajoi8Es4oCIqJLAHwdwK/BGXt8BsDTAL4NYC2AEwA+ycyvEBEB2ANgI4ALAD7NzE+o/YwA+EO12y8z877EjkRoinaob9pJDO0cCszrY8OGPRtw4LYDoXb5IHSRL6YY+Q17NuDUD085K5QNhN13uigkbXSQhq6erqYEry5D6tSRqcDonmbWO2SBVTpoItoH4H8w89eJqAfAcgB/AOAcM99DRHcCuJSZv0BEGwH8HhwFcA2APcx8DRGtBDAJYBDObXsMwPuY+RXT70o66OwwJsLy5VkXikMt3YMFputYE2onp5tK22yTj1+XatqUlz/KfWebZI5KhJseDK57YMJGyWSR5tmWxOoBENFbARwH8A72bExETwP4EDO/QESXA3iMmd9FRH+mXn/Lu537x8z/SrXXbadDFEB2jJZGA3OhF3H0IgC7Vu2yT9JGCLyGXsFcWVnB7GuzVoXU3X1H9SsAAfddhP0F3bt+4gppWyVTlAGTrQKwMQG9A8AZAN8govVwRu5bAbydmV8AAKUE3qa2vwLAc57vn1ZtpnZ/x7cA2AIAq1evtuiekASmxTAg1NrjmIWKvAimHbj6k1fbF2rh4GvoN69EUQimlMlh195037lRR7bROLZppsNSPJj6bes8Lkp0jy02TuBuAO8FcC8zvwfA6wDuDNheF2DGAe31Dcx7mXmQmQcvu+wyi+4JSaBN1asxCUSJYS76IphWpjpWxa5Vuxoyftpgew29EUPbX96OTQ9s0jpydU5N22tvShHNC2x9r0RNMx0kpE39rqy0c5gXJbrHFhsFcBrAaWZ+XL3/DhyF8KIy/UD9f8mz/VWe718J4PmAdqEJkorciVIhyXaUU/RFMK2KK6SaqaMbZ6Q6sHkA21/ejuFvDocumrK99u59V6vwFbK97n7337uVvgrKK8wKIUhIm/oNONlKgyhSdI8toSYgZv4lET1HRO9i5qcBDAH4ufobAXCP+n9QfeUQgM8T0cNwnMDTykT0fQD/joguVdtdB+CuZA+ns0g6cqeZCkk6ir4IplXRCamoNDNStckHZDLJ6NoHNg84EU267T33Stj97oaDNpMt1FgM59wMKisrRqUbt2Zw3tgmg/s9AGMqAujvANwGZ/bwCBHdDuAUgE+obY/AiQB6Bk4Y6G0AwMzniOhLAH6itvsiM59L5Cg6lDhpbKMQJeWtjmaSbAlmwhRopa+C+Zn5SELQb+8HEJhhM8y+b8pGqhvpAzAKV++9YnO/BylHGyEddM8az7uqGRxEUX1hVgqAmX8KJ3zTT4MkUJFCnzPs5wEAD0TpoGAm7RF2szHMzSoQQU+Q09M1U7iVrXiBa3Z7k0D3j5q9glg3q7SZeZpW4vICY7Q0WteP6lgVb/7qzYZt/XH7Nvd7M0IaCL5na+Gy/l2XCIfvOKxdE6DLflqkNTaSDrqFyWKE3Uz636IvgmlVdEIKcHLj11brYqmylSldct0agABsRtn+bXrXBETm+KKRJnZMaBej9bylp67fNvd7s89E2D2rO++8wHXrMdxV0t/9V9/F4tyiNnIqyZl6M1gtBMsLWQcQjM7eWaTFKEJ66EwKJmFe6aug5+Keum2B4MpaDXji8m1i921X57prTGzWAtjc72k/E26iuSgV1wIJWZsRe7cJrgMQCoqMsDsX3cxs/Ba9I3Xm7ExtVuCOvL1VtWyIOsr235tBEWW2o3ab+z3NZ8JVuokJf2Apr9Kt4zj1w1PaOsppIjMAweigKqLjqoh9KgLVsWrTuYFMJDHKDko1YrK7F2kmazujaQoChh8aTuSYZQYgWGFy6J364Skc33e8UMnhJGGdmYkdE6kIf13kTJxRdv/Gfm3eov6N/Vb7S1vxh+0/idDbUBiZ+wVkBtDhmEZmpjC+PHOdSMI6M1Hy4QDhoaIAYuf30WHKWWRz7bKw6/v3XyqXsOyty2qRU7apJvxQF+GiSy6KlK8piXNuOwOQegAdjilsLouCGiZMq5uNi4tkYVm0yC9ycgjVVs8msc8AqmNVowC0uXZpryjX7d9f+8BYQS2kstpFl1yE7S9vt67fkPUaGVEAHY7phjMt2EnyBjUVDtflYjl8x2Hjw9ZJC8tMyjFSPhwGju87DsCJjR/+5nCqRUuCBLXNtUt7vYvVfjTZzMrLy6GzrplzjuLr39gf+hN5rJERH0CBiWv39C8+qfRVtLHg1bEqLrx8QbuPUncJCwv18ctJ3qAme74uOmXuwhyO7T1mDBXslIVlNj4QUySQH28cetrRZEEC1ubapb3exdrEw0thq+5q6TC/AJUIozQaOlMwPaNpIzOAghI3k2Z1rIoDtx2om3LPnJ3Bwc8crPtuTZi8rr+BF95sXLzSXUluvBC1cLgx9I47xwFsOmdHtx4F4JyHKKUivYI5TlF0W4JKRNr8TtplFW1nT66/YvihYczPzFvZ9Wv3bdhM4exMYDnMtBAFUFDi2j1NqyoXZhfqvhsnqsEt/5fETRp1+m40SUWsjdvKGBOVnZ0JNgUlZDqLm3nWJMA37Nlg9X2b2rvNZMXVZRPt6ulq6K+rcI5uPWo18o9KHunSxQRUUOLaPYM+t8qZEoLtEnad+QpYMjOYSgFqo1NIjaT89QlUsZrda3d3xHqAIFNFkDmnf2N/XUgvEH0E3UwIbhImpqCUJEmEBwcVw/GvjQka+bths7amOD9Zp4iQMNCCEjfkMah0HXUReJHRu7oXM2dnMHt+Nl7nQkLVTGF1RBRYYtAN7QNgrlPrvve1F23hUBpUx6pmwWK4Jt58P25ob5zUxUUOwc2yb0HPl3tebfIrBZJAKKiEgbY4ce2eQzuHjIUreIFr/oTYwh/hpgNTWJ1O+FOJGqb1rj1aW5SGff8VnVBoZmDzgLYiF+BcE78Z5PAdh5f8SFhKDhdF+Lv7LHIIbpZ1J4IEe//G/rrzHZcso9rEBFRQ4k6b3c+9UUBUckb+kdCUgwTslFCUB48XGcPf1C9/j/oAF0EYJYXJBLFhzwbtoihX+HjNILpawVFMDDbpD0zCKsuUHVnVnQiyzZdXlDF1ZKrp1cJZh4KKAigwcVMx+783WhqN/uMaMwsIWD+yPrRPUVdO7h/Zj/FbxxsERdT92NZtLTo2Nm1dJtAG4WNR0jNIUIcFCpiEVdYpO7KqOxE2w2x2AJJHVTErExARnSCiKhH9lIgmVdtKInqUiKbU/0tVOxHRnxLRM0T0N0T0Xs9+RtT2U0Q0ks4hCX5ij4Q05pepI1OhX4tapNtrmnKjIKpj1chmqtnXZtui4LwpAmz8lnHsXrsbABpCNqMoSvd+CAs1DhJoplrAQf1Py0RnEyWUBEHnY+71uaYGIFFNc0kRZQbw/zDzy573dwKYYOZ7iOhO9f4LADYA6Fd/1wC4F8A1RLQSwN1wKosxgGNEdIiZX0ngODqeoJJ+QQWyo2IzynFv4jh509249tA8NRrcUNdWdwQHRnIZKnSZTHY6Z7k3IiuosIvRtGJwroYVmEnTRNdM4SJbbGak5eXlWGagvArENGMC2gTgQ+r1PgCPwVEAmwA8qEpD/oiILiGiy9W2j7p1gInoUQAfBfCtJvrQ0dQ9cJ4H3V9+LhYGgRI0m/CbE9635X0N4Yc2WCfO0tAOfoAwQePOBsZvGUfvml5npmQQ/oOfHdSWKgTCnadRTCvN+AtahaGdQzhw2wHtOhvAGXANPzQcu2BMHveurQJgAH9JRAzgz5h5L4C3M/MLAMDMLxDR29S2VwB4zvPd06rN1F4HEW0BsAUAVq9eHeFQOgOT0E8sFTA5tvT5N+YbVgkHFhP39Wf65DSO7zuO9SPrHQHUZGSELa0uZABzyUcdgeeVUSsw4l6n8VvHMbFjAkM7h0Kdp1ECEeL6C1qJ2sz2U/u1QRW9q3sDS0eGkce9a6sArmXm55WQf5SI/lfAtrolcJpUSrX2+gZHuewFnHUAlv3rCBpGWQmfHVNxDkCfq+TwHYfrI000ESdTR6aw7cQ264Ia5eVldFe6Y80C2kHIAD7B24TidFdJm5yy60fWhy4QszWthPkLss7vnxYmAe89bzrFOXt+NvCezuvetVIAzPy8+v8SEe0H8H4ALxLR5Wr0fzmAl9TmpwFc5fn6lQCeV+0f8rU/1lTvOwybJehxKXWXzNEkAHou7ml4gHVhhn5cwWCdrIyA+Tfmrfpcy7WufB2tIkRscAVv3EpUNrb+qSNTuGHvDYkI4ij+glYv7GNbmtL/vDRcRzVjziP6xyVUARDRCgAlZn5Nvb4OwBcBHAIwAuAe9f+g+sohAJ8noofhOIGnlZL4PoB/50YLqf3clejRtDFhS9CbZXHesWvaLqqxrUBFRBgtjdYekt41IfZtQ3I6Hd0XdaPn4p5ayt12wT86Xj+yHsf2Hgu0K+sKv9vY+pNynkbxF4Q5n1uBqOetqPW7bWYAbwewn4jc7f+cmf8rEf0EwCNEdDuAUwA+obY/AmAjgGcAXABwGwAw8zki+hKAn6jtvug6hIVw3IyPabJ/ZD8qKyv6yk0++6Stw8q1lbqjvCs/eGVgkfAozL0+h+nXp+v2D7TGKNKEbnR8fN/xQIe6m1jNdNxxFkpFNdFEEXBZrtwtEllEKkVFcgG1AIE5YDJAl2cnKD1A3uQ5pW6WsOLpcfL6RC2pmHYJxiLnFWqGIvk1pCh8G5Fnjhu/89cYhVQgWnk2kIa5Jqr5IW0TTVCB+KxJSmgH+TWA4pl+XEQBFJiwhTWRiSGw59+YrxP+Bz9zcCmpWwGFv0ur2ZRd0sprE0V5pG2iMa0mt1llniRJOqODivV4FzUWTTGIAigocaM/AokhsOden8PhOw5nGsufFEW0KYeNOMOcqVmYGdJOrpaUgmn2XCQ50wkq1uMnTDEULheQkD1xKnZZE7FY0eR9k8US/pb9z3JhjU1FKncG5c294y/VGZTXJm6Z0KikXYLRdF2iXK8kzkWSM52o99rM2ZlM8yWZEAVQUFIdvUadCaRo6lk3tM6Y495P75pefY0ADaZVy3HLBgZhK4yObj3aUBNhYXahIcLLVJ83qyRraSdXC1IwttcoiXMRRRGF9ct0TLb3tkvWs1YxARWUqKmQi0rvml6sfOdKPPuDZ7WC+/T/PG1VbL5ULoWupvT+pm7laVqLj2xNCaa+267vyDJ8Ms2QRZNTGoD1NUriXNiuXbC5d2yPyf0N02r3rNNBiAIoIHFSIftxwwTzwh82WB2rapNkzV2YCzV1VfoqmH3NTvibSDOyJSvBnFXhkyzQKZjda3dbX6MkzoVtdJTtvROkNG0VQ9bpIEQBFIyknL+8wCiVS8bMhX7cGOwkIo90eYMGNg9g/NboaxncFa5RhL9uhJamkA4TRu45DcJU2N6f5rurp6vejETO8Zq+ryOO8zQL53OUa5RUERibmU6z904UxSBRQB1OUs5fN02wjeDUJbKKq4Tc2gPerJOuA5NK+llJpa+CN3+Sa7sHAAAgAElEQVT1plZZhY38TTMd/wgtzdFzkDCyVeiu0jr1w1O19M3l5eW61BgzZ2dQKpdQ6VOrtX3ZV21MWnFMYVnl7olyjbJMrVCE0Ny0ECdwwYg6Iq30OaNCL109XRjaORSYI6fSVzE6+JpRQnOvzznCyeMMdYuT6wS1m8bgxm/cqI3uWZhdAHXpw3561zg1B0x4z2WakS1BTtMo53LuwtxSxBXr8yItzi2i5+IerTPcxgkax3malfM56jUyOcuTJu2oqDyRGUDBiOr8dUeFXtz0HqZ9Vfoq2P7yduM+k3Q+z12YMyYyoy6qC3E0RffwAjdUWnIfwP0j+42/7R2hpT1iNI3mIp9LC7dNYMWwkAGE0ZxxcrouaZ/3WLLycRQ1YVpR+5UEogAKRHWsigsvX4j0HSpRg+lkcW6xZn7RmSY27NkQvM+EHcimffEi1z1cJury4PgewKAcSbPnZzFKo7XjiRqSlwRpOONdxRbHLBE4wGC9eSdL53MRzCI6itqvZhEFUBCqY1VzubmAFA66ykTAUu4YIPrIJavoIa8ACRpNun3WOUiDcH0H7vH4S2VmsfIy8XNJaCqKxKbamN9/kpTDVSgeogAKwsSOCWPETmVlJXqRdF6KLImaYTEsZ38S+AWIaZRJJWpwKLs0a4NOKgw0KEIm0XOpavwCS3b5KFlBgUZzhmlg4VXIQTHuu9fubjuzSJbknUFU0kEXhNHSaKD9d/B3B7UZFMOIk8a3Iembh941vejf2I8n739S+3kQ1EXgRdbe6DbRMv5jCTtndp0C7l68O/bXwyo99W/sN+bxt+peicDMqKx0zFf+6B+guVTNcVMzp50yOg3SErZx95vmObRNBy1RQAUhzJ765P1PxrJhR43WqI5VtSkLSuUShr85jG0ntuH6r12PTQ9sqkW92PaLF9kYseGPpNFF/viPJQkbdLP70Eb5eEIzj+87jis/eGXk/Eu1XTFj+KFhzM/ML5mwYkT/mIgb4ZJVZFBSpJVHqZn9FuEcWisAIuoioieJ6Hvq/ToiepyIpojo20TUo9qXqffPqM/XevZxl2p/mog+kvTBtDJDO4cCr0bU0bYXv33dlNfEvZl1cfeuY9nFG4K3/eXttQLkQYQJW+8+g3wbLjrhFQmPPT0uYZEwcxfmcOKxE7FnKr2re61CSeNG5MTN+9NqVb3SErbN7LcI5zDKDGArgF943v8xgK8wcz+AVwDcrtpvB/AKM78TwFfUdiCidwO4GcDVAD4K4GtEVB/A3sEMbB5Az/KewG1mzs0Ej7YNo0yvkAwasYQJmjBHbZAwjuo0tEnUVSe8oJ81BMJoMENFTRZnM4MIcwSXyiVt3931HDYCoZmZTJx4+iQyemZJWsI2KKw27F4qwjm0UgBEdCWA6wF8Xb0nAB8G8B21yT4AN6rXm9R7qM+H1PabADzMzG8y87Nwaga/P4mDaAds8v/0ru51QjgNV61rmV6fzr0+h1FybsSjW48aRyxhD0PQjekfSVb6KoGLzcIY2jnUsL6hVC41KJGa8OK78Ufzf2Q1E6kdj2fbuFN5m1lImGK68Rs3OgvaPJv1XNyDTQ9swsDmgVCBkEdETqstjkpL2AZ9P+xeKsI5tJ0B7AawHYAbptIH4FVmnlfvTwO4Qr2+AsBzAKA+n1bb19o136lBRFuIaJKIJs+cORPhUFqbsCljqbtUcy5VLtXPAhbeCDYTTZ+cNqZVcB1YJmxuTL9ZaMOeDU50z6lpTOyYiGxvdcYN5vd+oiTR8xdZ2T+yP9ZU3j8L8c/CysvLDcLdi/u94/uO15mJvCawoZ1Dxu97F9NlSdopo5MmLWFra4bU3UtFOIehYaBE9DEALzHzMSL6kNus2ZRDPgv6zlID814AewEnCiisf+1C6FTUc/aCUjzExY1e0EXiuMndgKWoEVP4oalmcNS4+4kdE9rc+aawzShJ9LzJ6tzvmcw0NiYC7xqFoIiQyfsmG6J3Vr5zpXYxmzdENWjBm3cxXda00uKotFbz+vdryncF6O+lvM+hzTqAawH8FhFtBHARgLfCmRFcQkTdapR/JYDn1fanAVwF4DQRdQPoBXDO0+7i/U7HE5YCwnXCuiaBJOP03ZFQ0ENy+I7DdQLMvcmnT07jwG0HcHTr0cYQRUO0is0NH9VmGyXnjjcNRtj33PBLW0wP9PVfux6rr11dd27LK8p4duJZ4768WT5N6wmKanMvImkJW+9+R0ujxu381yrvNQCAhQJg5rsA3AUAagbwb5h5MxH9BYCPA3gYwAiAg+orh9T7/6k+/wEzMxEdAvDnRPQnAP4+gH4AP072cFoTW9OFK/yGdg45qZU1A43yCpUzJ2TuZBrBm1bc+kevXhbnFo0hiqZjCCNq+gHr/fp8BGHfe+PVN7Br1S7MnJ2JvOjKj3tu3VBbGyXuzpzWj6xvWE9QZJt7p2IcnPkizrLKsBpGM+sAvgDg94noGTg2/vtV+/0A+lT77wO4EwCY+SkAjwD4OYD/CuBzzBw/trFNCAq99OMKv4HNA0ZBO3dhDsMPDRtt0i5ugjUbQTaxYyKxspC2I9aoNlur/Xpy57v+iLDv8QI3pJRoJoY8yvV2mbswh6kjU7nbi4VwtD4BtYI7LONuHusoIqWCYObHADymXv8dNFE8zPwGgE8Yvr8TwM6onWxnjCYIzWrPutQJASYBrU1as62tSSbJuGSdAA+aCttOkYNmRQAa/BHjt45j/JZxVPoqsRK2xU0jETfVtpvbSQR+sbG9b4uwBgCQXEC5Y7zgKpWA6SayTdDlCg1T2gTbGPMkfA6VvorWvOSfCrvCOcjUolMagbMU/2fqfTNlJuM8rHHPo9j6WwcbRR2U+6o6Vs1M0YsCyBmjrTskF0vUEXIzKX2DMki69XrDViqb0lCHpVLQ2UVN9tNapayMiOrUq45VAzO7AsCqd6/C9IlpsfW3OaZnihc4U1+AJIPLmaySajX7O/4oIMBZmLXsrcu0DlJgSTnVEpmdm6kTjNWxamA+fxe3LrArWE2lLrNUALqi92Hn15R4DWgMTc07OkRIH3f9ic78GDYADMM2GZwogAKQ1QPfzO8ECS8XnUIxCUZdVEvTkBO2mbYSoBLhpgdvqjtOm6yaQdlL7+b4GUmF5shT4RrviSaz1NoqADEBFYCsnHvN/I6NvVvnGDVFO5jKRDZD0GK2JGFuXHwV5tSrjlWNi4R06StkFpANeYdjZlltTYcogIJQ9Afe1hHsF4QmwZi08NcuZvOtRgYQaoO3QfdwmmYevat7A1cbl5eX0b+xv66wir+GQN1iO58ZTWiOoHDMLM5v3tXWpB5AAYiaiCxO1spm6d/Yb5XT3i8cTSMZU4K0Sl+lLtbdlP3Uv53X9ORNEFdbE6G2S2I9w+z52bpzXh2r4s1fvanddvrktDbPEOCcA9cU5r32k/dNNmxfW2yXYC57If9wzLzzAYkPIEeCYvSBRudnUC3YNG8aU56dUncJi/NLZSxtfQClcgldPV2Ye71+f1F8CHGqnAWd66h4+2DjH9FCzYXYev0LRZ9BFpW4FdGKjvgACo5N8rKZszM1s4I76uuudGc+ZTUtXlrWu6xBQekqfbn7cCOCZl+bbRD+3iiYoO/bCDe/MLQpy0glMhah0eE953FHi26m1Lh4/QtFSCvQiuRtgskbUQA5EWdF6NyFOeN30pyymvY9c3amLrGaCa/zeffa3Vpbec/FPUZhFcV5rROGQXmMXHjRSY0R5Zq45yVO5JErZJqZlbjhtXnbsVuZtLKEtgqiAFIgaDqetCnCJc2ogaAEV1FXLaZtcw1aWBaEu37BFJet/Y5y8Jrs/0F0V5xHzzQCpRJZ1zaIe07FbOSQZYqNop1zcQInTJBDt+6zEHou1peHrPRVMq8iZCxIwuGFbPykXQYvjiLxRhDZmoG8I/jFucXwL/iYOTtTM9PonIAfu+9joYVG3LoQcc5pWkXSBTNFPOeiABImaDoexewz/+Y8unrqSzy66RSyjhoIyj4aVeCmXQbPKPT8Cky9958/G0Xk/U4zMxevmcZfk9eNDgmqAe32Nc45LUo2yk6iiOdcTEAJk5SJY3FuURsF5A11zJKkCpKkbXM1mVTWj6zH1JGp0N8MzCpKwPBDw3XfazZRnv++8JsIjHjyy8c5p3mHP3YiNuc8axORKICEMTkEa/lwIjgLZ87ZOVmzIMloiTRtrmHC0H3Axm8dx8SOCax850qceOwEeIFBXeTU7zVZgZTJa/zW8dp+m1157BXyOge2Ea4fBEQ9p3mvQO1Ews55HtFcYgIqMEV6GPNesBIFnUkF0Ntgn514tub05QXG5L2TRv+LW1DGa78FEFgUPgi/Ao1iItSlj4hC2qY4oZGwc56HicimKPxFAP47gGVq++8w891EtA5OOciVAJ4AcCszzxLRMgAPAngfgLMAfpuZT6h93QXgdgALAP41M38/+UPKF1PB9jiF3Iv2MLZ6QRJbATv7+mxjSKgmhcTchbmGugVhUV7U5aw30E3vbU1JSQjqTg9/zIOwc56HWc7GBPQmgA8z83kiKgP4ayI6Cqfc41eY+WEiug+OYL9X/X+Fmd9JRDcD+GMAv01E7wZwM4Cr4dQE/m9E9A/brSxk2DTP9iHXFU8R4hE59JadUb33QQ36rn+qPrB5QJs+27t62GuKchermfIUBfmCmqHVFXorEnTO8zDL2RSFZwDn1duy+mMAHwbwL1T7PgD/PxwFsEm9BoDvAPgqEZFqf5iZ3wTwrKoZ/H44xeMLTRTHTJit3MZebCqe0qnoVvbaOHTd70a20VPjgxqW7sEb0VMdq+L4vuMNSejWj6yvfW69WI2gXSEttB95rEq28gEQURcR/RTASwAeBfC3AF5l5nm1yWkAV6jXVwB4DgDU59NwisbX2jXf8f7WFiKaJKLJM2fORD+ihIkauxtkK6/7DNDaiyt9lcLa1vNAd/4n7520vh5xVlyXukoN+9MW+/bhTtVNi9GmjkwFfq6FJZ1Dp5CHn80qCkiZaX6diC4BsB/AP9Jtpv4blgwZ2/2/tRfAXsBJBmfTvzSJs8w+aJrnfmYaUQalROhEbAR40PUIsp/2runF+RfPY+GNeivk4vxiw/4a0kzr9uea+UJsuVFsus06e5ulaCtX252szXKRooCY+VUAjwH4AIBLiMhVIFcCeF69Pg3gKgBQn/cCOOdt13ynsKThmKmOVY1CROKw67E9H6btjKtkVbZHv/AP2p8bXTT8zeHAaI6wlbluSHAYeUflFHHlqpAsoQqAiC5TI38QUQXAbwD4BYC/AvBxtdkIgIPq9SH1HurzHyg/wiEANxPRMhVB1A/gx0kdSFpEXWYflqvffaii/l6nYns+TNuZQu/6N/Zj16pdxv1VVlZq13HXql3YtWpX7ZoC+vQN7sitmRDLSl+lts/1I+sxsWMi07oPXoq4clVIFhsT0OUA9hFRFxyF8Qgzf4+Ifg7gYSL6MoAnAdyvtr8fwEPKyXsOTuQPmPkpInoEwM8BzAP4XCtEAEVxzOice+O3jOPo1qM1R16QSSPvEV+W2JoWbBZaBZ03XeidTXro2deWCs97F++5o+Ab9t5gzBcfFu4XFBLcc3EPtr+8vRApnmW1cD5kaXaTgjAW2F6QoEgRNwTQmGYAwPA3hzvCvhq1yIttFFAS18kW6iLctO+mWNcr7PdNaTfcz7IqVNKuxVKKTFIFkGwLwogCSJDR0mhg6mHXoRf1oWo3R1wagiXKgxN2nWyJW4mtOlYNzDcU2DcC7l68O9LvxSUpYSTYk9SzYasAJBVEgoTZq6dPTUe2D7ejIy4N00IUe3XQdSqVS6CSXT6HuPbwgc0DGPzsoD5DaYhiytJH1ErpP9qFrM1uogASJCxWvHd1b+SHqh0dcWnUBIjy4JiuU9eyLhBFKw0Z98G8/mvXRy5Yn4ePyJRXSUiHtOtl+JFsoAniPhxHtx7VZv2cPT9bq6Bl+yC1oyMujRWPUZbRD2wewKkfnmpYfbswu2A0y5gUg27/tia7KKuNvfmGhPYl69XAogBCiGp/D8oF460CBdgl4mrHtL1pJCKL+uBMHZlqFPYBI/CbHrypYf+lcgmz52cxWhqtHQOA2NE7pmMQs0vnkHWSPnECBxA7WuXkdKA9t7yiDDCs9tvpjjidAgaWHpBanYVzM3Wvwx6cKI7gWjK2k9NONs8FRnlFGXOv15vmysvL6K50a2d/QVlAw463E65zu+CVAe69ksfsTaKAEsA0JddlZwTsEr0FYfL0d5pQCFKkpXIJROSYazTYKkejucXi90rlUqw6wFH7KLQWQYkHs77mogASwHaUGDTyi0SGIX5FJVb2Th82IXOmmZW/dOTs+dnmr2vMPgqthc36jqyuua0CEB9AALb1XucuzDUlsLy/1+nEyd7px8ZBbmtrHS2NNtWXZvootBZh17SI11wUQADN1nuNQielgQgiiYfEVpHaRGM1W/Q9aL9CexF2rxTxmss6gAB0MfuVPn0mx0pfpTG23LI+rCywWSLsISmVS+jq6TJ+nrQitakDEBVR9u3J0M4hlMp6kdrV01XIay4+gIgEReUA9WsAyivKWJxbNDosAUdxbH95e7qdbiG0PgDlmHWjKQB9FFBaDvLqWNW4tiMquoiQTnPytzO7Vu3S3idZP+fiBE4Rv0Aor3BGiP6wQFt61/TKw++hiAIxiQRyOidgp4f5thvGwJGMAzzECZwQpjj0+Zn52jZxBb+LK1jySPlbRIpYrLxZ34TJBBCn4pxQXJpZuJnHwEd8AAGYErEd3Xo0Ncdwq+f5aVeadeBtemBTpJKVRYwYEcKJWwwor6SPogACMI3O0ogL9yIPf/HQPdhhDmmX3jW9xpFc1sm/hHSJm0E1r6SPoSYgIroKwIMA/h6ARQB7mXkPEa0E8G0AawGcAPBJZn6FiAjAHgAbAVwA8GlmfkLtawTAH6pdf5mZ9yV7ONEIm3KlKYh1qQRcOuHhL6KdPwjTugFvW2VlBbOvzTasGvbnC/IeZ9bJv4T0iWPCzGsmaOMDmAfw/zHzE0T0FgDHiOhRAJ8GMMHM9xDRnQDuBPAFABvg1PvtB3ANgHsBXKMUxt0ABuG4SY4R0SFmfiXpg7LBpuReWjHgADD/xrz+A0LbP/xFKHcYB92D7Z2i91zcg6s/eXVtJbGrENwZo+44s07+JRSTvJI+hpqAmPkFdwTPzK/BKQh/BYBNANwR/D4AN6rXmwA8yA4/AnAJEV0O4CMAHmXmc0roPwrgo4kejSXVsSr2j+wPnXL1b+y3juWPCi8Yoq+42EIwCdqlxoHObnt833EM7RzC3Yt3o+finoYQYN1xSs59Ia7voFki+QCIaC2A9wB4HMDbmfkFwFESAN6mNrsCwHOer51WbaZ2/29sIaJJIpo8c+ZMlO5Z4T60JgHsTrmqY1Uc33c8kdKBOqhLr1ncspHtTLs4PsMUWbscp5A+eVVfsw4DJaKLAfwXANuY+VeOqV+/qaaNA9rrG5j3AtgLOOsAbPtnS1iuGXfKlUROGhNu0rHj+453pO3XNN11F3WlSZK+hzABn8S0vtV8JUJ88gh/tpoBEFEZjvAfY+Zx1fyiMu1A/X9JtZ8GcJXn61cCeD6gPVOCRl9eAZzaKI2A7ko3Ju+bRHel20kt0WH1Vk1L5mdfm0017C3pULuwCJ5mp/XtWA9a0FMdq2L32t0YpVF8sfuLGKVR7F67O/8wUBXVcz+AXzDzn3g+OgRgRL0eAXDQ0/4pcvgAgGllIvo+gOuI6FIiuhTAdaotU0wPLXVRnQBObTTKTmUw9//8zDyGHxruKNvvwOYBLHvrsob2hdmFVP0ASfsewgR8s9P6dvGVCMEcvuMwxm8dr80WXfN0FgrfxgR0LYBbAVSJ6Keq7Q8A3APgESK6HcApAJ9Qnx2BEwL6DJww0NsAgJnPEdGXAPxEbfdFZj6XyFFEIKjsHmDO5REJchSIzX46ddXnzDn9uUnTPp60Td4mgqeZab34ENqf6li1oXSsl7TlQ6gCYOa/hjkWpmEuy05yoc8Z9vUAgAeidDANuivdNQVQ6atgw54NAIADtx1oqtITAICAwc8OYvW1q61TSXsf6E6x+eYR9pbGb6Zpt23HetBCPRM7JkIDTdJU+G29ErhmVys59rTDdxzGd7d8t25k7ub0mdgx0bTwr/RVMPzQMK7/2vW16b8p2seL+0B3ks03j7A3U2rn2fPp+h7ikldooJAdNsI9TYXftgqgzq6mhOnkfZNGm2oSWrbn4p6G6T8vBqt37wPdSTbfPMLe3N/013SYOTtTSEWbV2igkB1hwj1thd+W2UCrY1VM3qtJI22QxdMnp1Hps7PZB6FTImGrib0PdKfZfPMIexvYPICJHRMN1zpPX0yQ2a+ImVGF5AiqOqirHZE0bakAjm49Gvk7iRT70GjzoZ1DGL9lXLO1YzLyXlyx+WaDUdGmlPYjiFZNiyEkQ96pQNrSBJR2tk4dpqnawOaBWsEYP2+88kbNP1Edq4rNNyOMCpWQuRmok8x+gp48U4G0pQLIg/Uj640XzhQJxItc5+wFIDbfDBjaOWRcl5614O00s59QLNrSBJSEPT8qU0emjJ/ZZBV1R32dtCAsLwY2DxjNclkLXjH7CXnSljOAqz95dea/GSQ4TOGHUfYhJIsp6V7WglfMfoIXf+h62ibJtpsB1LJ4ZkyQ4PA7eqhE2mykMurLjmYKsURZrBe2bd5OQKE45BEQQM7C3WIyODjIk5OacM4Adq/dnUo0R6lcAi+yVnB39XQZa77q8F9oYCkdhTz42RFn1XWUayfXWYiCSXb1runFthPbIu2LiI4x82DYdm03A0jcjEKoK/93dOvROv+Cm0oiygMto75iECfGPihqx7+vKNsKQh4BAW2nAKKUcaQSBa7U1WnepB5cWeDTmkR5SCXCR4hCHgEBbecEtnW4Ak4YZldPl/YzccQJOsJqAMTdVhDyCAhoOwVQlz/FAn/NVsCZGfjttFl759uJdjp3/Rv7rdslwqe9SPs+ziP3U9uZgIB688q/f8u/x+z52Ujf95uFZLl+fNrt3JnWe+jaxdfTPmR1H2dtGg5VAET0AICPAXiJmX9Nta0E8G0AawGcAPBJZn5FVQ/bA6cgzAUAn2bmJ9R3RgD8odrtl5l5X7KHomf29WjC32X/yH4AS8nDxJkXj3Y7dyb/ksmuX1RfT6fUnUiKtO/jvK6HzQzgPwP4KoAHPW13Aphg5nuI6E71/gsANgDoV3/XALgXwDVKYdwNYBBOTs5jRHSImV9J6kC8eE+mKeY+DF7gmoYXZ1582uncVceqTgoJze3USnb9dpuVZUGa93Ge1yPUB8DM/x2Av3TjJgDuCH4fgBs97Q+yw48AXKIKxn8EwKPMfE4J/UcBfDSJA/DjL6oSR/i7uBpenHnxaadzZ6zeRGgpu74koItOmvdxntcjrhP47arQO9T/t6n2KwA859nutGoztSeO7mQ2w/SpaXHmNUE7nTvjaI9ba+TcTrOyrEjzPs7zeiQdBWTIsWhsb9wB0RYimiSiyTNnzkTuQNInrXd1r1RmaoJ2OnfGUaBlxFlRaKdZWVakeR9XVlYitSdJ3CigF4nocmZ+QZl4XlLtpwFc5dnuSgDPq/YP+dof0+2YmfcC2As4qSCidizKQrAGfPZdr4YvqjOvFWiXc9dM/qAi0S7HkTXtch97iTsDOARgRL0eAXDQ0/4pcvgAgGllIvo+gOuI6FIiuhTAdaotcYZ2DqFUjn5YXT1dGPzsYC4j1XaKk29n2mU20y7H0S7MnNOnrje1J4lNGOi34IzeVxHRaTjRPPcAeISIbgdwCsAn1OZH4ISAPgMnDPQ2AGDmc0T0JQA/Udt9kZn9juXEcKJRwzZCbbQfJ59PUkhEhpAH7TiabVXyrAnRudlAPUne8nwQkswAKCSDKSZbsnsKaZDGfSXZQMPgYoy2JSKjWATNyNptUZtQDPJcMd52CiCqE7jZB7g6Vq1LER3VnCQlAZOl2RWVQUJelLWQFnmZ5NouGZw2G2iISyDuA1wdq+LAbQfq6gPMnJ3Bwc8ctHbktlOcfN74FwG6o/coTvUgIS/hk0K70XYKQBfhMPzQMO7muxOvAzuxYwKLc4sN7QuzC9ar+CQiIzmSWFEZJORFWQvtRtuZgADzdEoX/wxyRoq71+6ObC4ImjlEmVVIREYyJGGiCYqRl+yeQrvRlgrARN0DfHK6LhQ0jkM4yN8gZoHsScKfEibkRVkLaZFHRtC2CwO1xRR+WemrYPvL26324foA/GagqEXihWSQME2hVUn63rUNA207H4AtJrPAzNkZa6fhwOYB3PiNG1HpW8rZUemriPDPCfGnCK1KXhlBO8oE5CXIfBMlLFRMAsVCrofQiuQVYtyxM4CgyA2J6xYEIUvyCjHuWAUwsHmgznTjRRy4giBkSV4hxh2rAABgw54NEtctCELu5OW/6lgfAJBvDg5BEAQvefivOloBAOI0FAShc+loE5AgCEInIwpAEAShQ8ncBEREHwWwB0AXgK8z8z1Z90EQBCEKeaRpyIJMFQARdQH4jwB+E06h+J8Q0SFm/nmW/RAEQbClncu2Zm0Cej+AZ5j575h5FsDDADZl3AdBEARr8krTkAVZK4ArADzneX9atdUgoi1ENElEk2fOnMm0c4IgCH7auRJc1gpAV5urLh0pM+9l5kFmHrzssssy6pYgCIKedq4El7UCOA3gKs/7KwE8n3EfBEEQrGnnSnBZK4CfAOgnonVE1APgZgCHMu6DIAiCNe2cZjzTKCBmnieizwP4Ppww0AeY+aks+yAIghCVds0YkPk6AGY+AuBI1r8rCIIg1CMrgQVBEDoUUQCCIAgdiigAQRCEDkUUgCAIQodCzBy+VU4Q0RkAJ5vYxSoALyfUnTSRfiZPq/RV+pk8rdLXNPu5hplDV9IWWgE0C8hXVkEAAASUSURBVBFNMvNg3v0IQ/qZPK3SV+ln8rRKX4vQTzEBCYIgdCiiAARBEDqUdlcAe/PugCXSz+Rplb5KP5OnVfqaez/b2gcgCIIgmGn3GYAgCIJgQBSAIAhCh9KWCoCIPkpETxPRM0R0ZwH68wARvUREP/O0rSSiR4loSv2/VLUTEf2p6vvfENF7M+znVUT0V0T0CyJ6ioi2FrGvRHQREf2YiI6rfo6q9nVE9Ljq57dVynEQ0TL1/hn1+dos+unpbxcRPUlE3yt4P08QUZWIfkpEk6qtUNde/fYlRPQdIvpf6l79YEH7+S51Lt2/XxHRtkL1lZnb6g9Omum/BfAOAD0AjgN4d859+ucA3gvgZ562XQDuVK/vBPDH6vVGAEfhVE/7AIDHM+zn5QDeq16/BcD/BvDuovVV/d7F6nUZwOPq9x8BcLNqvw/A76rXdwC4T72+GcC3M77+vw/gzwF8T70vaj9PAFjlayvUtVe/vQ/Av1SvewBcUsR++vrcBeCXANYUqa+Zn4gMTvQHAXzf8/4uAHcVoF9rfQrgaQCXq9eXA3havf4zAL+j2y6HPh8E8JtF7iuA5QCeAHANnFWV3f77AE79iQ+q191qO8qof1cCmADwYQDfUw934fqpflOnAAp17QG8FcCz/vNStH5q+n0dgB8Wra/taAIKLTxfEN7OzC8AgPr/NtVeiP4r88N74IyuC9dXZVb5KYCXADwKZ9b3KjPPa/pS66f6fBpAXxb9BLAbwHYAi+p9X0H7CTj1uf+SiI4R0RbVVrRr/w4AZwB8Q5nVvk5EKwrYTz83A/iWel2YvrajAggtPF9wcu8/EV0M4L8A2MbMvwraVNOWSV+ZeYGZfx3OCPv9AP5RQF9y6ScRfQzAS8x8zNsc0Je8r/21zPxeABsAfI6I/nnAtnn1tRuOOfVeZn4PgNfhmFFM5H1OoXw8vwXgL8I21bSl2td2VACtUnj+RSK6HADU/5dUe679J6IyHOE/xszjRe4rADDzqwAeg2MzvYSI3Cp33r7U+qk+7wVwLoPuXQvgt4joBICH4ZiBdhewnwAAZn5e/X8JwH44irVo1/40gNPM/Lh6/x04CqFo/fSyAcATzPyiel+YvrajAmiVwvOHAIyo1yNw7O1u+6dURMAHAEy708W0ISICcD+AXzDznxS1r0R0GRFdol5XAPwGgF8A+CsAHzf00+3/xwH8gJWRNU2Y+S5mvpKZ18K5D3/AzJuL1k8AIKIVRPQW9zUcm/XPULBrz8y/BPAcEb1LNQ0B+HnR+unjd7Bk/nH7VIy+Zu0MycjhshFOBMvfAthRgP58C8ALAObgaPnb4dh2JwBMqf8r1bYE4D+qvlcBDGbYz38KZ8r5NwB+qv42Fq2vAP4xgCdVP38G4I9U+zsA/BjAM3Cm28tU+0Xq/TPq83fkcA98CEtRQIXrp+rTcfX3lPvcFO3aq9/+dQCT6vofAHBpEfupfn85gLMAej1themrpIIQBEHoUNrRBCQIgiBYIApAEAShQxEFIAiC0KGIAhAEQehQRAEIgiB0KKIABEEQOhRRAIIgCB3K/wVTSf+JkhPk4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1996d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个特征散点图\n",
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.title(\"cnt\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出，数据大多集中在均值（5000）附近，和正态分布比较接近。但是8000以上的样本数目偏多，认为大于8000的有可能是离群点。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除y大于7000的样本\n",
    "data = data[data.cnt < 8000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(719, 16)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "输入属性的直方图／分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb17b198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.instant.values, bins=30, kde=False)\n",
    "plt.xlabel('instant', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "instant 这个特征主要是记录号，和特征y无关，故丢弃掉。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb492320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.season.values, bins=30, kde=False)\n",
    "plt.xlabel('seasons', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由此看出，春天骑车人较多，秋天最少。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb14e6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.yr.values, bins=30, kde=False)\n",
    "plt.xlabel('2011&2012', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3ktPHsqPSAgy6WvN79C4b/1Xgd+ndpvSDwOn0vt/fPWfb3wDOoXdvlL9Icm5V3UXvlgG3VNXJVXX+nO2vBt5O77auJwJ/OuJ9kRbFoKs1f1tVB7t7iP8LsLOq7q+qnwC307vH/bM+VFU/rqoHgQfp/StHz+f6qvpmVf0YuJXe/WKkY4ZBV2sOznn+43mWT56z/J05z390xNfms9jtpaPKoEvP5R3rtCIZdOm5DgKTSfz9oRXFb1jpuf6xe/xukvvGOom0CN4PXZIa4RG6JDXCoEtSIwy6JDXCoEtSIwy6JDXCoEtSIwy6JDXCoEtSIwy6JDXi/wE/jJ+g8EIXDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb6011d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.mnth.values, bins=30, kde=False)\n",
    "plt.xlabel('mnth', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "月份是个类别特征，不是普通的数值型，要做one-hot编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf5dac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.holiday.values, bins=30, kde=False)\n",
    "plt.xlabel('holiday', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "非节假日骑车人数量很多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x79c5b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.weekday.values, bins=30, kde=False)\n",
    "plt.xlabel('weeday', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "星期中的每一天的骑车数量相差不多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb021e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.workingday.values, bins=30, kde=False)\n",
    "plt.xlabel('workingday', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "和holiday那个特征量类似，工作日骑车人的数量明要高于周末和节假日。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb022c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.weathersit.values, bins=30, kde=False)\n",
    "plt.xlabel('weathersit', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "符合常理，天气越好，骑车的人越多。大雨，大雪没人骑车。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BVV0O7GU058cB76uqW2o0K98ngVuq6lNVtZ/RHXROPug5315V366q24F3MZpaVlpIFrw6exTwvOHwzD3DPT9/EThu2T53LVv+7xXWH3rQcy6/KcPXgJ+YYl5pqo7c6ADSlC2fPe/rjO5b+eIpPv8JjGaMhNHx/kW454C0Ikfw6uYuRjcuBvgb4JlJfjXJEUkekuQpY92N/tBeneSY4XZ8rwAuWm9gaVYseHXzVuCNw+GY32Z0IvT1wD5GI/pXs76f+0uAqxnNE/4J4IJ1pZVmyPngpTElKUZ3ubp5o7NI43AEL0lNWfCS1JSHaCSpKUfwktSUBS9JTVnwktSUBS9JTVnwktSUBS9JTf0/670emA0dBiAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf53940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.temp.values, bins=30, kde=False)\n",
    "plt.xlabel('temp', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "温度方面，集中在20度左右，也符合正常现象，但是超过40度还有一部分骑车，不太符合常理可能是噪声。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.atemp.values, bins=30, kde=False)\n",
    "plt.xlabel('atemp', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "体感温度和温度的数据呈现是类似的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb3d1e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.hum.values, bins=30, kde=False)\n",
    "plt.xlabel('hum', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb681b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.windspeed.values, bins=30, kde=False)\n",
    "plt.xlabel('windspeed', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get the names of all the columns\n",
    "cols=data.columns \n",
    "\n",
    "# Calculates pearson co-efficient for all combinations，通常认为相关系数大于0.5的为强相关\n",
    "data_corr = data.corr().abs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15, 15)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf693c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "\n",
    "plt.savefig('capitalbikesshare_coor.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weathersit and temp = 1.00\n",
      "casual and registered = 0.94\n",
      "instant and season = 0.85\n",
      "dteday and yr = 0.83\n",
      "windspeed and registered = 0.65\n",
      "temp and registered = 0.63\n",
      "weathersit and registered = 0.62\n",
      "workingday and atemp = 0.59\n",
      "instant and casual = 0.58\n",
      "temp and windspeed = 0.57\n",
      "weathersit and windspeed = 0.56\n",
      "instant and registered = 0.53\n",
      "weekday and windspeed = 0.53\n",
      "temp and casual = 0.51\n",
      "weathersit and casual = 0.50\n",
      "season and casual = 0.50\n"
     ]
    }
   ],
   "source": [
    "#Set the threshold to select only highly correlated attributes\n",
    "threshold = 0.5\n",
    "# List of pairs along with correlation above threshold\n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "#Search for the highly correlated pairs\n",
    "for i in range(0, size): #for 'size' features\n",
    "    for j in range(i+1,size): #avoid repetition\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #store correlation and columns index\n",
    "\n",
    "#Sort to show higher ones first            \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "\n",
    "#Print correlations and column names\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb361b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb280cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MHM7M4Y0bN3ZYsiRpMen0pIZbgVunLR8EfuZs20REAB8EHszMOT9viogfAL6XmRkRL6YVkEc7rF2StIR0eumgVcCbgecDq9rtmfnvz7LZy4BfBL4aEaNV2x8Am6ttbwJeD7w1IurAE8D2zMyn+iQkSYtfp/8Y+1Hg68AraR2+eyOts+bOKDPvonXdu7P1eR/wvg5rkCQtYZ1+hnR5Zr4TOJmZNwOvBn6ke2VJkpabTgOp/VUTxyLiSuACYEtXKpIkLUudHrLbFRHPAt5J64v61gBe5keSNG86PcvuA9Xs3wGXda8cSdJy1emlgy6KiA9GxB3V8vMi4s3dLU2StJx0+hnSR2j9Y+y/qJa/Cby9GwVJkpanTgPpwsz8ONAEyMw60OhaVZKkZafTQDoZERuABIiIlwCPda0qSdKy0+lZdr9F6+y650bEPwAbaV1lQZKkedHpHtJzgVcBL6X1WdK36DzMJEk6p04D6Z3VV0c8i9b3IO0C3t+1qiRJy06ngdQ+geHVwE2Z+WlgRXdKkiQtR50G0kMR8ee0vqDvsxGx8ilsK0nSOXUaKj9H67OjazPzGLAeuL5rVUmSlp1OLx00Dnxy2vLDwMPdKkqStPx42E2SVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklQEA0mSVAQDSZJUBANJklSErgVSRFwaEV+IiAcj4oGI2DlHn4iIGyPiQETcFxEv7FY9kqSyDXTxvuvAb2fmPRGxFtgfEXdm5tem9XkV8IPV9GPA+6vbZaHRaFJrNAEIIGetL6Wt1kxWrxzg5ESdocF++vvdsV7Kms3kVL0x493qmcZJo2rsC2gm9Edn4+m8gX6eqDdYvXKAU5MN+mJmv2a2pvNW9DE+2WBoRT+1epNaM6fm232GVvYzPlFnaMUAfX0xbz8HLbyuvbJk5sOZeU81/zjwIHDxrG7XAbuz5cvAuojY1K2aStJoNHmi1qDeTJrZ+iOtT5tKaTt+qs6O3fu54h13sGP3fo6enKRRhaiWnmYzefxUjVqjec5x8kS9yXitTq3Z5FS9SZPsaDwdOPI4Y+OT7Ni9n9/62Ci1ZnNGv1P1JmPjk3zoroM89P1TfPiub3PiVJ3jp+pT8+0+b9k9whXvuIO37N7P0ZMTNJuz41CLyYK81Y2ILcBVwN2zVl0MfGfa8mFOD60labwKo9KnnXtG2XvwKPVmsvfgUXbuGWW81uj1j09dMl5r8P3xGpmcc2wcG69x4lSDTDg2XqPZPPc2O/eM8tyNa6fG1Vuvufy0xzo2XuP6W+/jlVdu4j9+onWbwM49o1Pz7T7Tx+bbbnFsLnbdPGQHQESsAT4BvD0zj89ePccmp73FiYgdwA6AzZs3z3uNvbB6Zdd/9PNi36Gx05YXS+166oZW9HPp+iGigyNf7XEQAWtXDXa0zb5DY6xZNTA1ri5/9prTtlu7apB9h8a4/Nlrpm4jmDHf7jP7vodW9Hf0PFWmrr6yRMQgrTD6y8z85BxdDgOXTlu+BPju7E6ZuQvYBTA8PLwk9slPTtRpVIcX+iJo5synVUrb1VvWs/fg0RnLJyfqrF012MnT1CIzPtng0ccnWDf05O/3TONk7OQkAOuGBjk2XmP96hUdjacTp+pT4+rAkRNcdP7KGf2Ojde4est6Dhw5MXV70fkrZ8y3+8wem+OTDdb4hmnRiszuvL5HRAA3A2OZ+fYz9Hk18BvAT9E6meHGzHzx2e53eHg4R0ZG5rvcBdf+DAnKCZ+52sYnG+zcM8q+Q2NcvWU9N2zfyobVKzyxYYlqf4ZEQH+163KmcTLZaFJvNhns7yMTBuY4o2Gu8fTQsXEuXjfEzj2jXHT+St513fMZ7Oub6ldvJicm6nxy/2Fed9UlfOofD/Oml25hot5kz1f+H2966RYSODFR5/pb75samze+YSsbVq/0xIYydfRL6WYg/TjwJeCrQPtT8D8ANgNk5k1VaL0PuBYYB34lM8+aNkslkMCz7FQmz7JTF/Q2kLplKQWSJC0THQWSb3UlSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElFMJAkSUUwkCRJRTCQJElF6FogRcSHIuJIRNx/hvXXRMRjETFaTX/YrVokSeUb6OJ9fwR4H7D7LH2+lJmv6WINkqRFomt7SJn598BYt+5fkrS09PozpG0RcW9E3BERzz9Tp4jYEREjETHyyCOPLGR9kqQF0stAugd4Tmb+KPBnwKfO1DEzd2XmcGYOb9y4ccEKlCQtnJ4FUmYez8wT1fxngcGIuLBX9UiSeqtngRQRPxARUc2/uKrlaK/qkST1VtfOsouIW4BrgAsj4jDwR8AgQGbeBLweeGtE1IEngO2Zmd2qR5JUtq4FUma+4Rzr30frtHBJknp+lp0kSYCBJEkqhIEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqgoEkSSqCgSRJKoKBJEkqQtcCKSI+FBFHIuL+M6yPiLgxIg5ExH0R8cJu1SJJKt9AF+/7I8D7gN1nWP8q4Aer6ceA91e3XdNoNKk1mgAEkLPWz3fbufrWmsnqlQOcnKgzNNhPf787rEvd9DHYthBjsdO2ZkJfODaXo0ajSb3RnDEmFnocdC2QMvPvI2LLWbpcB+zOzAS+HBHrImJTZj7cjXoajSZP1BoA9EXQzJl/ivPddq6+45MNdu4ZZd+hMa7esp4btm9lw+oV/uEvYdPHYNtCjMVO2+rNJAImak3H5jLTaDSZqDdnjIlevEb1coRdDHxn2vLhqq0rxmsN6s0sZtq5Z5S9B49SbyZ7Dx5l555Rxme9WGlpKW0Mzp6OjdfIxLG5DM01NnsxDrp5yO5cYo62uY56ERE7gB0AmzdvfloPtnplL5/q6fYdGjttubQaNb9K//2uXTVIhGNzOZrr99uLcdDLUXYYuHTa8iXAd+fqmJm7gF0Aw8PDc4bWuZycqNNotjYt4ZDd1VvWs/fg0an2q7es5+REnbWrBp/6k9OiMH0MtpV0yO7YeI11Q4OOzWXo5ESdTGaMiV6Mg14esrsd+KXqbLuXAI916/MjgKHBfgb6opjphu1b2XbZBgb6gm2XbeCG7VsZGuzv1tNXAUobg7OndUOtPSTH5vIz19jsxTiInOOd/bzcccQtwDXAhcD3gD8CBgEy86aICFpn4V0LjAO/kpkj57rf4eHhHBk5Z7c5eZades2z7FSqLp9lN9dHNKd36lYgdcszCSRJUk90FEi+7ZEkFcFAkiQVwUCSJBXBQJIkFcFAkiQVwUCSJBXBQJIkFcFAkiQVwUCSJBXBQJIkFcFAkiQVwUCSJBXBQJIkFWHRXe07Ih4B/u8zuIsLgUfnqZyFtBjrXow1w+KsezHWDNa9kHpZ86OZee25Oi26QHqmImIkM4d7XcdTtRjrXow1w+KsezHWDNa9kBZDzR6ykyQVwUCSJBVhOQbSrl4X8DQtxroXY82wOOtejDWDdS+k4mtedp8hSZLKtBz3kCRJBVpWgRQR10bENyLiQET8Xq/rmS4iPhQRRyLi/mlt6yPizoj4VnX7rKo9IuLG6nncFxEv7FHNl0bEFyLiwYh4ICJ2ll53RKyKiK9ExL1Vze+q2v9lRNxd1fyxiFhRta+slg9U67csdM2z6u+PiH+MiM8shroj4lBEfDUiRiNipGordnxMq3tdRNwWEV+vxve2kuuOiB+qfsbt6XhEvL3kmueUmctiAvqBfwIuA1YA9wLP63Vd0+r718ALgfuntf1X4Peq+d8D3lPN/xRwBxDAS4C7e1TzJuCF1fxa4JvA80quu3rsNdX8IHB3VcvHge1V+03AW6v5/wDcVM1vBz7W43HyW8D/BD5TLRddN3AIuHBWW7HjY1qNNwO/Ws2vANYthrqrevqBfwaes1hqnqq91wUs4C9pG/D5acu/D/x+r+uaVeOWWYH0DWBTNb8J+EY1/+fAG+bq1+P6Pw38m8VSNzAE3AP8GK1/GByYPVaAzwPbqvmBql/0qN5LgL8BXg58pnoxKbruMwRS0eMDOB/49uyfV+l1T3v8nwT+YTHV3J6W0yG7i4HvTFs+XLWV7KLMfBigun121V7cc6kOCV1Fa4+j6Lqrw16jwBHgTlp7zscysz5HXVM1V+sfAzYsbMVT/hT4XaBZLW+g/LoT+OuI2B8RO6q2oscHraMojwAfrg6PfiAiVlN+3W3bgVuq+cVSM7C8PkOKOdoW6ymGRT2XiFgDfAJ4e2YeP1vXOdoWvO7MbGTmVlp7HC8G/tVc3arbImqOiNcARzJz//TmOboWVTfwssx8IfAq4Ncj4l+fpW8pNQ/QOnz+/sy8CjhJ63DXmZRSN9VniK8Fbj1X1znaev56uJwC6TBw6bTlS4Dv9qiWTn0vIjYBVLdHqvZinktEDNIKo7/MzE9WzcXXDZCZx4Av0jqGvi4iBuaoa6rmav0FwNjCVgrAy4DXRsQhYA+tw3Z/SuF1Z+Z3q9sjwF/RegNQ+vg4DBzOzLur5dtoBVTpdUMr+O/JzO9Vy4uh5inLKZD2AT9YnZW0gtZu7e09rulcbgfeVM2/idZnNO32X6rOlHkJ8Fh7t3whRUQAHwQezMz3TltVbN0RsTEi1lXz5wGvAB4EvgC8/gw1t5/L64G/zeqg+0LKzN/PzEsycwutsfu3mflGCq47IlZHxNr2PK3PNu6n4PEBkJn/DHwnIn6oavoJ4GsUXnflDTx5uA4WR81P6vWHWAs50Tqz5Ju0PjN4R6/rmVXbLcDDQI3Wu5c30zrm/zfAt6rb9VXfAP579Ty+Cgz3qOYfp7Wbfx8wWk0/VXLdwAuAf6xqvh/4w6r9MuArwAFahztWVu2rquUD1frLChgr1/DkWXbF1l3Vdm81PdD+myt5fEyrfSswUo2TTwHPKr1uWifpHAUumNZWdM2zJ6/UIEkqwnI6ZCdJKpiBJEkqgoEkSSqCgSRJKoKBJEkqgoEkzZOI+D9Pc7vXRcTznsHjbomIf/d0t5dKYSBJ8yQzX/o0N30draukP11bAANJi57/hyTNk4g4kZlrIuIa4D/RusL2lcB+4BcyMyPiv9C61lgd+Gvgk7Su3P1YNf0MrcsC7aD1tQcHgF/MzPGI+AhwHBgGfgD43cy8LSK+TOt6fN8Gbs7MP1mYZyzNr4Fzd5H0NFwFPJ/W9cH+AXhZRHwN+LfAD1fhtC4zj0XE7bSuvHAbQEQcy8y/qOb/M62rdvxZdb+baF0h44dpXf7lNloX/vydzHzNwj09af55yE7qjq9k5uHMbNK6pNIWWns3p4APRMRPA+Nn2PbKiPhSRHwVeCOtYGv7VGY2M/NrwEXdK19aeAaS1B0T0+YbtL5Er07ratefoPW50efOsO1HgN/IzB8B3kXrunRz3e9cXyEgLVoespMWSPW9UUOZ+dnqc58D1arHaX0FfNta4OHqqz3eCDx0jruevb20KLmHJC2ctcBnIuI+4O+A36za9wDXV98M4LUdAAAAUElEQVRO+lzgnbS+efdO4Osd3O99QD0i7o2I3zxnb6lQnmUnSSqCe0iSpCIYSJKkIhhIkqQiGEiSpCIYSJKkIhhIkqQiGEiSpCIYSJKkIvx/pbQ3c1OZDw0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb2c5dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1bcf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1e8278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb362898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb6534a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf69d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1001d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oFMggEa7jdrKjH8QTaqweIwXuCcI6ZJAIV/Ei2dFvk7qdY6S2CgRhHYohEa7ihfLOb2osu8fotxhXJUDnrOqwdPEoqkq4ihfuNT8kkCqxe4xSTAlAgcGiibcQvy1AiNJBLjvCVbxyr/lJuGDnGP3Wm6nUOIkn+qUKOlF6yCARrlILMROrx2hmcKp94nVqcP0oYiFKA8WQCNepBTeUlWM0izWVsxV9KbAaa1OfS4EBtz1d3goghOtQHhJRHvzkXvMKK8dottIv1r3p915CVnY6WruoeDKDx1bMrepdNqENGSSC8Agzg1OMe7MS4k9WDK6227IHAUEoS0dkoryQy44wpRZccF7gdgFXJX4obGuGpeOvcrclIUOyb6J4/CLBrUSjaEWubiQJN6ISAv9Wjr+c/ZgI/0EuO8IQPyjBKsE9pYdX8TQtd9iaBS2I+yymZHb8taDKJKxDLjvCED+4VCrBPaXG6x2deue6ZkFLxba5ULbtSCSzEASgLuj/HTBhC3LZEcXjB5dKJbinlJTCzal2h6nbXJSjnXwxDKezWL1jf8UZU8JdyGVHGOIHl4rfiquaUSo3Z7W0ufCDW5jwB/5fOhFlpRR15MzcW5JRzN9xtEFgOZei30QO5djR+WEn65RK2wET3kE7JMIULxNdrQgWlEbx2AOLsX1lO8IBAbc97U+RQzl2dHZ2sn5LqK20HTDhHWSQKgy/TSZOkY4DDIgnM5jQGDF01yiNIhhw57Pvyi6eCY0RxEc/yw/npBxuzgKjrZNM6kfFotH5Ksf9Xi3PWCVCKrsKwi85QcWidRwbl7Zi0yu96D50pkDFp3bp1YcEzLj/ZWREjo7Zk3H3DTNw7/OHfXVOrKjsypFb5VfFota5AFDy+71anjEfQrXsqo1qCf5qHce9zx/GXde1AMh31+it6NcsyL33rutacO/zh313TszcnOXaqfg1XqN1vspxv1fLM1apeGqQGGM3MsZ6GWN9jLF/1Pj9nYyxI4yxHsbYW4yxL3o5nkpFciFEwwF0dcxEx+zJ8u/8MJnYRW9SbJnYUODe0pog1u7swaqrL8NVU5vRMrGhJBOs226cck18lRSvKYfx1PrOSeMiAAe58EqAZwaJMRYA8AiAxQC+CKBTw+D8K+d8Fue8DcCPAWz2ajyVinol3dV9FHffMEM2Sn6dTIzQmxSHU9mC2IfepNRQF8T2W9sxXIIJ1ovdTLl2Kn6Q8VulHMZT/Z0dsyfj7kUzsHqHf2Ju1YyXO6QrAfRxzk9wzlMAdgH4uvINnPPPFD/GANBVVmHk3vLzZGKE7qQYDhS4t4wmpYZIENGw9xOsF7uZcu1UrIof/EA5jKf6O9dfPx33POc/l3C1YihqYIwNwsBIcM7HGfztNwDcyDn/zujPtwCYzzn/nup9dwFYDyAMYAHn/LjGZ90O4HYAmDJlyrwPP/zQ6JiqCqPSPX7Lv7GD1YC+3YrZI+nsqHsFcimaaLi4c+RF+STpuHbu+xCLLr8QLRMbEE9mEAsHEAj4L7Rrdr28EmiUQ/ih/E4AutceHBX57JWJ4ksHcc4bAYAx9kMA/wfAM6Mf/E0AjQ4GUGDcOOePAHiEMfZ3AO4HcKvGe7YB2AbkVHYm31tVeJXwWO7q2YLAEA2NfrfBGOxUzBZFjnRGxGAyg3ueO5yXRNscizg+Pi+ugSAwNEVDWD5/Ctbu9Hf9ObNFgZfKNKfV0N36zqFkRvPan+xPIBYJ+u5aVTpWl2KLOOf/k3M+yDn/jHP+KIClJn9zGsDFip8vAnDG4P27ACyxOJ6awQu3hR9yUeyMwWpibiKdxaeJtIaLpacoF4v2NRitFFHEORvOiFi7s8f37iAzl2U1K9PqgwK2dLblXfuNS1ux+dVjVXOMfsLqkiPLGPsmckaDA+gEYHYl3gEwjTF2GYCPACwH8HfKNzDGpilcdF8DUOCuq3W8KN2jnEAAdwpx2t1xeTGGaDiAi5uirosF5Guwsh3RSAAn+xN44N//gLOfJYvaCdgVNpRrV2s2Tr9KyYtFFDkGEmns2ncS21e2oz4cQN+5obx8uUo/Rr9hdYf0dwD+FsDZ0f+WQWVc1HDOMwC+B2APgD8A+AXn/Chj7IeMsY7Rt32PMXaUMdaDXBypwF1HuF+6Rz2BdMyejK6OmYiGA45krU52XF5MYolUFqcGEq6JBZRS70Q6C4EB39y+D9duegO7e84UvROwI2wo567WbJyVJCW3g7Ro2rz3OD764zBW/GQfFj38a3Qfyjl6ijlGqgahjSWDxDn/gHP+dc75eM75BM75Es75Bxb+7kXO+XTO+Rc45w+MvvYDznn36P+v5ZzP5Jy3cc6v45wfLepoCEsoJxCp0kFX91HHE50Tl40Xk1g0FMAF0RAeWtZa4F6z6+LUMgDxVCaXk6JAy4hanWzsuGPL6RYzG2clScntoFw0PfJ6HzYuVd9Xzo7RDy5zv2KpdBBjbDqARwFM4pxfzhhrBdDBOd/g9QDV1HLpILdQBqG7Omaiq/toUaVknKjQvAqEiyLHSCYLUSxOZadXYufBm2bh2k1v5L2mPFd2j8uy2rDMjRLLpbIrJ+p7oGP2ZKy/fjqmNEeLOka/lm/yGFdLB20HcB+ANABwzg8jFxMiKhBlXGrapOIrHTjZ7XiVDyMIDNFwEA11oy7OOmcuTj2X4pTmqOHuy+5OxrJgo8xuMbNxelkRvlyod37nB5OIRYIAR1HHWK0xNzewapCinPPfqV7LuD0YonRIE4gbE51Tl42fJzG98/LRp8Po6piJ3g2L8eBNsxBTjdurycZPbjG78Y9Sxkvc/C6vFk26z1wyW/PxJKsuu5eQEyg8xzmfO5r0ehvnfLHXA1RDLjt3cct1Vm0uG63zsmV5G3b97iS2vtane568dMf44Rw7cUmWqnq23yt1S9evPiSgP57Kyz97aFkrNu3pLVq56WMsHYxVgzQVucTUvwbwKYD3AaywImxwGzJI7uOHic6PFLS9CAoYzoimLSXUk+JjK+YiIAi5mFYZqg24+Z12DW6p4iWiyBFPZRANB9F3bgiPvN6H7kNnfBObUd8Xaxa0YNXVl6GhLoiT/QlsfvWYrN7zy5hdpvhKDRKc8xMAFjLGYgAEzvlgMSMj/EU5suErAa3z0jBa1kfvPKnzxkbSWcSTGax59t2q6Olj1yVZiniJXn8tAHjxyMe+iM2o8+427z2Ot08M4Ger52Ph5l/liVVqOZ5kKYbEGJvEGHsCwC8554OMsS8yxm7zeGyEDSivwT8oY2MiB9aUuBqDlrBi574PEU8Vf3/YjTmWQoxhVIDYL/lQeoY5kazOHC6nWBU1PI1cgqvUiOcYgHVeDIiwD+U1+Bc/9PTpmD0ZS+ZchNt3HHB8f0gLnvpQYSkdI3FFKcQYRv21jL6rlIs4PcMsCPCNWMUPWI0hvcM5v4IxdpBzPmf0tZ7RPkYlhWJIhdRoXkNFkEhlcO6zJC5uisqxjfODSU9iKFLMKJ7M4PYdB+T7Yc+6a4rKNTOKf1iJT3kdo9S7/7etnIdYWFu9WWoBhNH3AaiFGK57MSQAccZYM0ardTPG/grAnxwOjHAZymuwTymEHKLIEU9mcN8LR/LUVI2RoKsrYC2DsWV5G9bu6pF3CsXcH3rxD6sGTR2LU3ZAduPcS7sw9WSvZ4y0jsmNWopGmNWkpBhuDqtHvx5AN4AvMMZ+A2ACgG94NirCFl61qKhWnKyOnRiw3KTXkzfp3fPcYWxf2e6q8dMyGAByO4RIEHGdFgpW7w83Fzxe7EycFCAuxyKOxEPmWK1l9y6Av0FO9n0HgJmj1RoIH+CnpEmvMPL3240F6FVT0Av6O43R6U56EXevi9b3bH2tL5e0yxhi4WBR94eRMMGtc1+syMNuknW5K18Q2lgy04yxOgD/N4AvIee2e5Mx9hjnfMTLwRHW8KJFhZ8w87/bXXHrr46DmP79lwo+w6l7p1Q7V7PvKfb+0HOJ1QcF20myfnEv6x1TNS3iKhGrooZfABgE8OzoS50ALuCcL/NwbJqQqKH2MBJtALAs6FC63bSSEbs6ZmLRw78u+AyzwqZ67rxSBc5L8T1ax5hIZ22d+/54So6p+UGAQwnhJcVVUcMMzvlsxc+vM8YO2R8T4YRaf3DMVtV6v1MGzuuDAgYS6bxJ+6FlrRAYcPazJDYubcWmV3o1P1+5A+mYPRl3XdeClokNiCcziIYCBZ+rNAal2LmW4nu04h92djvSLnNCYwQbl7bi3ucPl31nQjEd/2H1KhxkjP0V5/x/AwBjbD6A33g3LELC7/W5SoGRS0r6f/XvhkYyuOOZA2N16DrbsGvfSU2BAQfHU2+9L++WlJ/fMKqI29o5Bzv3fYglcy7Km0wfv2WeoTuvVJOe2fd4saix45KUjJe0y+zqmImWiQ0YTjlrD0JUJ1YTY+cD+C1j7APG2AcA3gbwN4yxI4wxEjd4SDkbs1mhFMmFRqINrd9t6WzD0795P++crd3Zg0WXX5j3uZLAIBYOonP+JfJnrF84DY/fMk/eZQFAcyyMb33pMtz7/OG8z41Fgr6IiRjhVeK0rQaDChFB96EzWPTwr7HiJ/sABjJGhIzVJduNno6C0MUvQWAtSrV7M3NJqX9XHxKw9bW+vM+Q8nGUKFfz0mfUBQUkUlnEIkEcPzuEPe99jM75l6A5FtY0Pn3nhnwvufcq58aOq7DaRAS17kb3Cqs7pCCA/8M5/xDAZQC+DuBPnPMPR18jPMLP8lQvd2/qnRcAXVmvWvI7nBY1z1k8mSnYSdWHBPnzc3GmFO545gBm3P8SurqPYsmci7Bz34dIpLOa12LPex/bKqVTDrxc1FiVW3vVW6gcUKku77CqsusB0A7gUuRq2nUjJ3T4qqej06DWVHZ+jiG50VZba6UJ2Jdyqz9T6++boiG5fcTQSAZP/+b9vN5GdSEhr+QOMKa+mzapAeDa41J+rh9Xy1Rayl3ofDrC1X5I74425vsHAMOc8/+hrGtXSmrNIAH+dQ8U+2DqGY5YJIDbni7ugTc6Z3rj/tnq+ZoGtnfDYgyns3LZGzevRSk+DyjOwBP5uLEQs/xdPn32HWBp0FZddmnGWCeAlQD+bfS1kJNREfbxa6vvYitE6Ln8RFFfym0Vo3NmtxWAJO82+1y7uO360fs8AFXjLvMDpXKj16Jr0KpB+haAqwA8wDl/nzF2GcaSZIkapdi4gFFpHS8feN1WAAzYsrytIM7k1arU7Ric0ef5dVFTiZSqVJffFbZeYLVj7O8BrFH8/D6A/9erQRGVQzH5L7p5LMmsp4osPcVXXSiASFDIK0oaDQUQCFhdt9kch8tiAz8rMs3wwjXllburVAnPlXw9nWJokBhjRzDackILznmr6yMiNKlEX7KZIENXChwOIBoO4IlV7RBFIBoJIJF0b1WoNaHUBwX5/DLGAA401nnrlXa71l2lVn33QrjjtRioFAnPlXo9i8FQ1MAYu2T0f+8a/feZ0X+/CSDBOf+hh2PTpFZFDZUYlDYSPUi10OpDY3k/5agDB9g/v3rCAbsLBrePsRrvE6cTbzUo4Sr1eurgqsruN5zzq81eKwW1aJCcPFx+2FEZqZH6h4wfNLcnFCeqO6MioTv3fYhFl18o17TjnOPOZ981nDjcMmROj9OveKFa8yoloeTPkA/G4BKuquxijLEvyZ/M2F8DiDkZFWEfu75kv6hz9MQD8WTGNFjrRVM4vfNht0ioVNOuq/soZtz/Eu545gAGkxlMaIzoHo+RAs5NsUEx4oVSlIHSwgvVWrGf6ZdnqNbEKFYN0m0AHlHUsvufAL7t2ah8TqkfXLsPl1/UObpqJAsGwM1Jyux82PmuaDiARZdfWFDT7p7nDuOu61r0j8cn10SPck7AXqjWvEpJ8Mv1qlasquwOAJjNGBuHnJvvT94Oy7+Uw69rtw6YX9Q5avFAXNEOYs2CFrnVNlAYrHWz9pnZ+bDzXYlUFi0TGzQ/T1krr+B4fHJN9PCq3p0V3FKt5bm30lk0RUPOmxIaXK+hUfVlte9WyoHVjrERAEuRKx0UZKM+2HKIGspNOR5cuw9sqdQ5VvzbkppOHTPasrwNAPJK9ygNgJvSWjc7qkZDuQlJ6/NODSQQFJjm8fhdMVUfEuSam8krAAAgAElEQVSWEH3nhvDI63148cjHJTOYxarWDBeKjNn+TL3rdfzsELq6j1ayuMDXWBU1vAzgTwAOAJD3rJzz/+7d0LQpt6ihlGVDnFKqDqJWv0NPNCDl+3gdrHX7fGSzIvoTKazd2aP4vDbEIkHUhbQNmp8VU6LI8Uk8mXc8G5e2YvfB0/j2l6c6NpilDMh7IYJRXy+piWP3oTMVp9jzAa6q7N7jnF9e9JBcoNwGqVLkpF5PBrrnYWU7wJD3fVlRRN+5eMHq26oRd+NY/FCDrlQTtN3v0buWj98yz3EgvdQG2FKb+VRWzmkTBKAuaHxelOfx+NncfSs1cfTbIrQCcFVl91vG2KwiBlM1lKpsSLF4rc7R87HXhwN5AXFpYpIUaV3dR3H3DTOwZkGLJYGCW8F2t8+Hk88rhWLKyfnSu5YNdc7HWGpRgJEwJXdOkli9Y/Sc7NiPgXgKgyNpw/MiXa+RdBaRoIB/ubkNe9Zdg47Zk2W1aKkVidWOVYP0JQAHGGO9jLHDtdwptpr6uhSD3gTQd24ob/JJpLNYu7NHnpgmNEYgco7vfWUawGH6IPtJ7VQuWbQdnJwvqypDO8dfKhGHNKb6kKDblyp3TnoKVJGfJtKm95EocsSTGdz3whF5QfUPN87Aoyvm4qm33q+ZoqelwqqPabGno6gwSlE2xO9oKdMkHzuQP/lIE1PH7Mm4+4YZuPf5w5bdOKUItltxcZXcBeXQvefEEFhRGdo9/lKIONRjWrOgJedmrMuPS+qdk4ubopA8bnrnW2nMgJyI6YUDp3Hr1ZfhrgXTsOjyC/HI630lUyRWO4Y7pFGZNwAM6vxH1CjqneKDN82SA77A2OSjXH3fdV1LQf6O0erdrrvPyQ7GyMWl/Lx4yjyZ1y2KcVM6yd+ysuu3u/Mq1rVt5Vqqx7R573Hc8cyBPPWk0Tk5NZBQuPS0z7famHXMnowlcy7CnYquwnffMAOTxkV8I+GvZMxcdv86+u8BAPtH/z2g+JmoYeSdIgdikSDODyblyeexFXMBjjxXil7+jtaDLIo5I7BW5Wq59/nDWHX1ZQUTm9NJXHeiTWXzPi8aDnrqglIbv537PrRluKW/BQceWzHXtiEwi2/Z3XkpjVzvhhuxbeU8NDeEkUhnTa+J1WtpdUw545jvzntoWSsuiIYULr3Ce2Akk0V8VOIvobWouvf5w1i3cLrr/ZBqEcP9Jef8/xr937cA/BrAm5zz//R8VIQjyln3KhYJYPvKdkQjAYyksrkdxWhtN8mVMmzRjSNNSE2xsH6wXaVucpofZtSTafWOMeVZ37khz1xQWjLyjUtb0Xc+Lu84jQx3oSutDU+sateVoKv/3or6zIkLTs5Bs+nqtHotrY4pZxwj8v2pPk6te2DSuAjiyQx27juJjUtbZTez3qJqSnPUoC8CYRWrooanAFwI4H8wxv6LMfZLxthaD8dF2KRcpV+k773t6f1o++Er+Ob2fciIPC+ILLlSBAGW3DjShCQZASV66ianQXRdF1cym/d5j7zeh41LW23tPKy4nXI7wazmTlBZikjP7aa9uu+ByGGq5rOjPnPqgnMisihm57N1tKGiGkFg8kKmoS6IaNjYpbdu4XSs2dmDzXuPY9MrvejqmIneDYuRSGV075daEzZ5gdXSQa8xxn4F4AoA1wG4E8DlALZ4ODbCBl5WkDBssqfxvbHImHurY/Zk3HVdC1omNmA4Za2cizQhSUZAKYLYsrwNT731fl6Fh+ZYzhXkZAejF9AXBOR9XvehM2iZELOczGtVBJBIZ/POl4S0Gl/SNhnrFk7HlOYoEsmcu8tKO3YrrkStgP09zx3GgzfNQiAgaOwy7FfOcDI+qzsfzjkiwQB+tno+EsncrjzsoJmi1j0wpTkqj7v70Bl0HzqDoMDQu+FGbO1sw5q8pOg5FD9yCaulg/4DuerebwN4E8AVnPNzXg6MsIdXMlvTJnsa3yvtbCY0RvRVdYpyLmqDJ7DcBCS5qySVXSKVwVNvvS/XwJOM7hO3tgOc42er5+NkfwIP7z2Gs58lLcdOtCZaAAWTVOf8SxALBy2VotEy1Dv3fYhvfemyPIMmJV1qT8AZfP9rfylPfmsWtGDV1ZflqcicGmJA/55Rqs/U58quutSJq8+y6k/Dzfnz3520XV1C6x5IJLXHfWpgGH8WDWH7ynmIlqDKSK1h9aodBjAPuV3RnwD8kTH2Nud82LOREbbQe/DjyUxR5XnMdl5a37vnvY+xpbMNiWRWDgADwITGnF++uSEsF6gEoBkDeWzFXNz57Lt48cjHOD+YMy7NDWFsfa0vb3yTxkVGFXAaZXxMMvEl9CbaYmrpKSf7jtmTce+NMxAOCrh9x4G8SbY+FMCe9z4u3Al2tiEgMHkHI6m77ngm/++boiHHRWj17plTAwmMb4y4ImE2Mi56O28ruzFlfhsA2c3Z1THT0SJMfQ9ksyK2dLYVGLxNr/Ti/GAS21bOc1QjjzDGUukg+c2MNQD4FoC7Afw55zzi1cD0KHfpIC8pRpSgtZPZsrwNu353ssC9ZatHjoWSLFo7qKZoCExg8t/q5SDFIgHc9rRBCSLFuUiks3jyzRNyY7y+c0MYVxfE+l8c8l0pJ6kcj7RLFDnHfS8cKRjnE6vaEU9mCxr+xcKBvPO3Z9016Oo+ath91+59I8WQlMb8oWWtaIwE0RAJYjgjuiKQ0WtMWExel9592bthMYbTxQlNlE0Yv/2lqagPB+QcOMl1R2WDbGPpZFl12X0PwJeR2yV9COBJ5Fx3hAsolU6fDCbzXE5Wuo5qrSrjSW33lt2JuphK2cqq2Eq5bN54VrbrqtykB14ab31QwPIrp2DtrrEJ9Ger5+u6KqVzpdcm3UuknUE8mcG9zx/Gs9/RHmddKIC6YADf/vJU+fxJ51V5/owk88qVun1XVaH6LBIQMJBIu5YErLUDHVI0aQTs359GHgGtLr92DLbSK7Do8gsLFgLS9zDGfOGuq6KuspZVdvUANgP4C875Vzjn/w/n/DUPx1UzyOq4UaXTfS8cwfrrZ2BCY8Ry11FJEaXMJYlFggXuLScxJSvqKr0cFuXf6k6okYDlRM7hjIi1u/LVaCf7E7qqp/54Ck++eQIffTqC23cccE19aKSey2ZFDI6kAQbUhQRc9Gf16OqYCcaAvev/Bh2zJxccp5Xzp6c4LDb3RUt9NpwRPU8CLjbmqXVfbulsQyysXWXdaW0/LXXlluVteOHd074oGeSXzrZuYckgcc4f4pzv45xnvB5QraEli5Ukv3a7juYlVyYzWLOgJe+7nExgxdTuk/92Zbucg1QwnmSmoAaZlFRrRdr98N5jGtLfnEpuzc6Dmt1di5lcs1kRn8STmhNANiuiP56Sjd9bx88jkc419Dt+dgjdPR/hH26cgSVtky3JppXnvmViTLdWm9uUog5dsR2Bte7L8bEIAiqVXbG1/boPncGmV3rx4E2zcOyBxXh0xVy8eORj/HP3733RRdZPtR7dgCJyZUbv4W+Z2FCgRjKaKPRiSIB+EzyrWFVX6boOGPDkmycKAvcPLWvF/bvfw9TxMbkG2Ug6lx0vJdUq3UXxVGFjvLOfJZHKiHjwplmyNDoaDgBs7Dy6Nbmqc4aAfFcT51zewXXMnoy5lzTliRA2Lm3FCwdOY8OSXOH8aNjctaI89+NjEVcaFppRijp0bnQEtnJfulHb7/xgErFIEJxztG/Ymxe38qJgrB383onYLmSQyoyR0slO11EABT75tbt6sG3lPHzvK9M89y1rN63LGZJoKIDO+Zdg574P0dUxE9MmNeBkfwI/fnms9t3bJwaw/db20ePQnvCj4UCBUdu4tBUbX85vmqaMv7hZYcEoZ0hdSPau61qwbpeOCkwRH7NDqYr6WjUWxcQu3OwIbITTChNaYytGYu8Vfu9EbBdbKjs/UG0qO73SL1qyZaOcIDCUrZOt5Cp8+jfv5yng9rz3sZwTopy8AP2xGv0ukRpT2U2b1GDYNE2plOq8cgriqSwubori1EACF0RDaKwL2W/yx7ncwlpL7cY5x+07DuDtE/34rx99FTPu90YFVgrMjI0fOuAWU6W9KRqyrSK0esylFBn44TpYxL2OsX6i2gwSYO8G1ntvOTvZDiUzqAsKOPPHkYLdy+cvqENAEArerzdWAPLvlFUeEqlc3pKk/urqmKlrGJQJt1KBTHWeUnMsYvuBHUpm8OSbJ7BkzkUFOUPjYxFwnpsc1u7q0R1fMV1Y/YTV+82rydlwcQbkfWd9UMgzPvVB5ypCPxrqClHZkUGqJcq5UsqKIuLJLO545kDBBLVt5Tw01oUsjxWAvLNRT/zKlW19SMhN/houQul4pYrh0q5FOS4nhlq561LnDEnB9GxWlCcH9fi2dLahORouCLxXIiLnWP/zHnz32hZ5R/zoG33YfHObvCP38p7UNYgr2zE8GuifNC6SV3ZJitl5uXgr58LQ55BBqjXKsVISRY5P4kmMj0UwXcNFpecylCbuWCSI+GjVBmmitmpIjI5XWTFcy3Xm1JXpxm62GkikMhiIp3DPc/kilaZYGNHwWK6RV5OzUcL2N7fv0y1bdUF9CEKAeebeNkskr2EsHXzlL9UIGbOeNl4glXA5biNPRhQ5BhJpWR59+44DGEjkV5g2Ew8AxsdrVjHcaf6OsgcUAIBBt5K3letRCW3RtRBF4J7n8uX09zx3GKI49h4vFWB6svGRVBaPrpiLh5e3QeQcExojBXJovdy1uAvnv1g5e61DBokoCnVlbiutABIp49wJo0lD6vBpNokbj6u4/B23khHVn/PkmycqxjhFI/p9pCS8nJy1EmMfXTEXQ6kMvvvsu3KS+d03zJCTkd/5YACxSBCbXz1WcE9sXNqKp9563/A6WrrvTBLJK3UBUipq2qlJFI806agrcw+OpBEOCoXqo9ESSUYr52g4gIf3HiuQeG/tbEN9UCiISzy2Yi4CgpArf6OS6GpVDI+Fi9s9utXqQ/k5esVT1TGxcroAld8vdVI1khs7zTWycpxqafbQSAYc0C242n3ojJwGIN0Tm5a14nP1YUQjAZz/LIm+8/GxFANVfUCrQggjObuVmFq5r3G5oR0SURTKJmkvHvkYXd1H8dGnw+jqPopIUBhbDY5kMDiSxuod++V2C0qUK+dEKouznyXzGqM9eNMsxCKFZW0mNEYwmMyMNZkb3a3UBwV5pSqNayCeKtoYAe65opSfo9UaW12Fo5wlYtTf/9Rb72PLcuPKEU6qfNg5TsklmkjlBDWNdfp9paTSQnve+1j+XVaEfN+s+3kP7r5hBiaNi8iCGeUY4ia7eq1xqV21ViqtVFMZICeQQapRlK6DwZE0sqLo2IUQCwfx4E2z0LthMbo6ZmLTK72YOj6W/3Dt2I/BZAYTGiOm7j1pZX1+MImvbX0TK36yT87LUhuDu65rKYhlrNl5EMMZMX8yXNmOWCRgGPOxiluuKOXnmFWUKHeJGPX3b957HLt+dxLbVs4zNDZ245rFdJj9bDiteV2GU1lsv7UdTfVhLL9yCq6a2qy5ALj3+cNYt3C6pkvZSkzTDLOFTLmvsR8gg1SDqFdit+84gI8+HcGTb56wtSKTPucnb56AwBhW/GQfvrb1TZwfTGLV1ZcVtOW+57lcjT6pPlhXx0wce2Bs9yNNVkYra7UxMKyCrRAgDKezuO1pd1aeTtt5G32OmfiilCVitOIcWt+/9bW+3HVzUURTTIfZ3Qc/Kti1bVnehvpQrvttMChgXF0Qj66Yi2mTtO+bKc1RTeNjRRxjFh8yW8hUWxkgJ3hqkBhjNzLGehljfYyxf9T4/XrG2O8ZY4cZY//BGLvEy/EQOfQKui66/EJbKzIp6fSuBdPAWM4n37thMbatzNWl03OfALmilV3dR3GyPyHvfpRYqYAdFBhODeiLH4yOt5iVZzEFZ/U+x6x4aqnUW3puI6mDqtff7+Q4pXtiz9GzeOm9j/Hoirk49kDuPmyO5ed9hYMBpLPcsEq81hikppNGYgUzd5s0zvULp2HPumtw4kdfxbaV81Afyrm29c5xvIZEEJ7lITHGAgCOAbgewGkA7wDo5Jz/XvGe6wDs45wnGGPfBXAt5/xmo8+ttTwkL4KcRs3NZtz/kqWcCa3mbhuXtmLzq73YfHMbEqlsQQ7K+oXTsPKvL0VjXUgu4RMKCpY7uyq/WzoncjFWowTZCskNsZJX5UaSqdH36OUOSY0EvU68dnqcdvPDjCp4cF7YHt2s3JDVnCutmo8bl7Zi98HTuPWvL0UqK+aNyY0mmz6hvImxjLGrAHRxzheN/nwfAHDOH9R5/xwA/x/n/Gqjz60lg+RVprvewyOVu7GiFtP7jAdvmoXxjRFEQ4G8sa9Z0FLQXM+ohI+bCaiVlj2vdzxuLE7M7ikj4w2OkijASqE0E8Vc7PTTRDqvxmFDJIiBRBr7P+jHVV8Yj3H1IcSTGdQHAwgG9R1KVhc9Zs/eE6vaIXJoNtmU3uvX+9aEsifGfh7AKcXPp0df0+M2AC9p/YIxdjtjbD9jbP/58+ddHKK/seJqcpLXoBUD2bi0FXve+9hyLETP3z2lOSpPIEq31re+dFlBc701O3s03WZ21UZmgXO3Yj6lwOjY3Uh8NrunjFxmpUq8LsX3JNJZ3Pnsu7h20xv4wj+9iGs3vYE7n30XiXSunfzMyX+GHb/9AMfPDiEaDiKRziKbFfU/z6Kr0ajdjNRB2O0mm5WElwZJ6y7SnFEYYysAtAN4SOv3nPNtnPN2znn7hAkTXByivzEKcg4lM8iK+s3ijFAbi20r5+HzF9Th21+eann3pfsAjvrg1ROoHZWSX2M+pcBrpZVZ4LySjHcx6J2HWCSIRZdfiN0HT2PJnIvQ1X0UM+5/CXc8cwD9Cf1ny+p503tu+s4NYc2Clrx40UjaedyuUhNwvTRIpwFcrPj5IgBn1G9ijC0E8H0AHZzzpIfjqTj0bt6hkdy2v+9cvEDJZnXyUhqLxroQAoJgazUaDQUKgry5hntHsHpHoWG0E6x2U20kPZjy8ojD19W2nR671QnI7Dr4yXh7OanqnYd4MoOWiQ2anYbX6uzoAevnTc87ceL8IJZfOUUup7X6p/sRT2bw2Iq5thcHlZzP5GUMKYicqOErAD5CTtTwd5zzo4r3zAHwSwA3cs6Pa36QilqPIW3pbMOufSexee9x3Z47pQrWZ0URfeficsO9za8ek7PgtQqhWo2HudXawLDXVMifmfBO4l12zq1XcUm34z5eV6836pMUT+WK/nrxbEmCClHMlV+KJzPyOdMsJryyHWCwdV59GjMtf7VvxthXATwMIADgSc75A4yxHwLYzznvZoztBTALgJQ+fZJz3mH0mbVkkIDCB70+JGDG/S8jI3LsWXeNaU8gL5Fu/Ge/M9/Sw2s1WG+lTIvWhKIuIQSey8TXEl4s3Pwrwx46rqgZNY5LVmklsxAEFBhGJ03g4kl7LTbUfxsNBzCcFh0fsxfGoxSTqt79mM2KiKe026kU8/2GbVdcbLDpU1Vp2UUN4Jy/yDmfzjn/Auf8gdHXfsA57x79/4Wc80mc87bR/wyNUbVgxxWhDvAOp0XZ1eBV4VCrY5PcD1ZygbSORTkBK90LA4k0mqKhPPdHUzSUi02NliGKpzKmJYT0auZd3BTNc3GOpLPodxCLMzuPWm6TJ988IVeuGIinsP7nPQXfVx8K4Ger56PnBzfgiVWFrh/1Z0fD9qoICALLqSCHUrh9xwHMuP/loo7Zi7hXKZJE9cQTgYCAWLjQJV3ss2V0ntzMM6vkiuNUqaHEFOvfVfqg513yZ/hcNDQ2eRXh788VPs3Ympglv/nEcRG5np3dCsfKh/Srsy5EV8dMNMXCuZVrKACBMdQHBcRTWdSHAzh+dghPvnWiQCShVUJIL/mx79yQ/PM7HwxA5MAanVic0ziG1uSzdlcPFl1+YV7liu9e2zL2fals7t7YMVZuKZ4snETUn+2kxYabRsQL41HOSVUUuVx6yqw0kh2MzpObYpJKFqZUnJi90im2UrRkBJ5a1Y7PRjK4U1EdesvyNkSCAizujmUkIxlPZnDfC0dsjU0QGKLhXKUFJxWOpYe0Y/ZkzYZqTdGQZiLh+cFkXrVprRJCD+89hq2dbXmJhg8ta8WPX+6V33PFpU2G1cf7h5y5oozkvVo/S60blC5GvfOv/mxpp6w+d0YTkJtGRDIeRpW/JazGmpxWCrf7PQXvTWaRFUXc+ey7rseuzM6TXpVwuxhVHPc7tENyCasraTcmAkFgSIu8IK9n7S59FZARkpG8uClqaWxax+q0wrH0kBpVu1YrCXcfPI26YM6t9cbd12JJ22RNt+HZz5KIRYJ5BVYbI0GcH0zmKZw++nRYV3HldBdhJO/V+lmSzFs5/+rP7j50BrsPnra1mndzB2J1RW63krdTtZ+d7yl4r6IIsHLHHk8Vr/IzO09u5l+Vo1mnG9AOyQXsBHXtrCaN0MvriTkIuEpGUnL9GI3NbgDbat5LUyysezzK16W+QXc+q+wb1IbGSLBgN7S1c05eWaKGuiBEkcsrRykTvu98XHuHUcTiQWuFL5WBCQpM3q1t2tMrS+b/NJyydG9ofXbn/EtyrTVGJyAn45MmR7uKOasrcrveAbk4LmDpmKRxg8Py92iN6Z7nDmPTslZkRRTcE1aMot750ztPQK4lvKS8SySzcnHgWsNTlZ0X+FFlZ0cR5JYiaXAkrams2rZyHhrrQo7GP6Exouk2U47NrvrJyvtFkSOe0laKPbpiLr777Lvy60bKwvqggEQ6J9mNJzOIhgJ5hTXVZLMi+uMp7PrdSSydd5HcrC2RzMjZ+cUovSyr7JJZ3L/7CEQO0/Ov99lOywgpawJKE+LQSAZP/+Z91+unean+Uj5XVlWfRmPq+cENePKtE1h0+YVomdiAvnND2PPex/j2l6caXnu7z7dUwmgwmcE9z+U3o9Qrq1WhlF9lVyvYWUm7lXgYDQU0S+0XEwQ9P5jE5ld78eBNs2QXl3psdncNVtw5gsAQCwc1EwZ3H/wIG5e2yhWS9doGRMMBDCTScmLh7TsOYCCRNnSzDGdEHPhwADdfOQV3P3cYbT98Bd/cvk92yRUbHFa7TQIBYeznuiCiozsasJx7UdmWQ6qarndvmLlkrLiQle054smsLKa445kDWDLnInx11oWuVorwUqig3OnYEXnojak+LORVaujqPoolcy5Cfch4yrQrFkmks/g0kdbo6eXM/V7p0A7JBcqViJbNirZ2BEZYXXE7Tdy08tnS++pDAhKpLGLhII6fG8LHf0zgi5M/h7W7euQilFo7w/6hFC5uiqLv3BAeeb0P5weTxuPiHMfPDhnmcpWq0KerlbxH28Sf7E/g4b3HcPazpOHnGRX8XPTwrz3ZxbgtGFDudPQEMtYThdtQFwo48kDY3QWKnINzlDXBvURYOhCKIblAsYogpwQCAhpHDZBdN50aq/56J8dq9bPl/BjVBPH4LfPkJEVtRVkbRJHjvheOFLTCMGvsZtap1W4cwwnFqKLMFGIbl7Zi0yu9ujEUveZ7SgWgkxin28dphjI2K1ULefCmWZjSHDX8Ht24DoOjGK3dGHEilcXgaKfbgr9JZtFQV1tTdG0drUdUsszSLkaB2SFFGRSnx68VZFY2+5Mmm66OmZg2qSFXhZoBtz2dL5e+9/nDePCmWYYTaTSUK1LrhsikWJwYPq3V/UPLWjGhMZLXeLGrYya+tvXNPOMsihypTBapLIfAmOY56Ds35HoOi1cGXr1QOj+YU1hKtQvtjsnpfWF3wRYNBcAAPLSsNS+G9NCyVgg1GFAhlx3hCKu5G4B2SR7dMkIaLo/3uhZplgDavrI9p5wz6eFjZBi1GqaZNWMrFYaiCA1DDOS72oCxxosrfrIvzw05OJJGMiNi7a4eTBoXwd2LZuRNiFs629AcC2uWFCqFG9MJbo6rGPei3XGInGP9z3vw3WtbZAHFo2/0YfPNba657HxwzchlZ4QPLlDFYmVlvmbnQTxxa/toiZ/Cyb6wVl2u6KkoomBlGk9lDFeQum4SCy6PQEDA+Fgkb8dnpZae3nnxckIs7B7ahknjInl/p06+veLSJpwaSOS3Qx8NpCuToEWucHEpZMcNkfxluttxoGLPWd7fK6p7lMq9qDd+O7vARCqLs58l5UUEkFtYuLVL97pQrZvU5A6pki6QHzELggNj0lmtnc22lfM0A8YP3jQLF0RDBW2cty5vgyAwDI5k8rp7NtaF5N2WVvdP6fduHZ9bFbf1/l45sekVhlWeY+mcXbvpjYLzOFY8drS6uSIfyyiQ3rthMYbT+hOhmwIeN86ZnSrnbsrkzRYugPVivV7PRz6p/k2ybz28boJWLehJh62UxTEqyaOX1HtxUxR3PvtuXnWFx2+Zh52/O4n/9m+/BwAwBoxviBQYm1RWxH0vHMGM+1/CfS8cQcqgu6cZThJii7mntCoL6J07demhKc1RlSy9DRPHRRQpBZGcvFxxrhKprG5BXEmt6ea50aPY59Dq37vRH0j5Get/3oNPBpNgAkMmKxZ4BkYyWdsdj73oQSU9v6UoVOsWNWmQKukCOaXY5mZGD7Fe7sapgYRpSR6pK2bvhsXYs+4adMyeLP9937khvPNBfhvnhkgQ3/7yVGy+uQ3jGyO5IHXdWOBZ5Fx2C7qVx+EkX6aYe0prYrVSGFZyS+ZPZBE5v0mvZEw0FMAF0RAeWpZfKX5LZxtiJhUCXC05ZHDOLFWbt3jO3ViASp8xoTGC9dfPwH0vHMH077+E9b84hO9/7S/R90Dufp40LgJRhO3vs1rqR+u51ntNen6Pn7VffLdc1KRBquTy7FawW8tLy3AZPcTaCaNjK/NtK+dh98HTeGhPb157jPULp8ldMaVkw7tvmIH1C6dh49JWPPJ6X8F1sNKywqj9gp5RNjLYThJii2ArEvcAACAASURBVLmnouEAJo2LYM+6a/BfP/oq9qy7Br86dq6ggvqW5W3Y897H+WMKByxNZEoEIdcluCkWxvaVY3X+xscipnlsblaS1jtnJ/sTlnYWZudcuUPo6pgpL34A+wtQyfhp1Vxct6sH/3U+nrufF81AfVhAV8dM+Vp2zJ7syoJX67keHElrVugfyYw9v160qfEKiiFVYQzJTsdVpw3D9HzyQ8kMnnzzBJbMuQj3Pn8Yk8ZFsG7hdExpjuo2knt0xVx0dR81TeDUOz69ckJS/pKWf9/s+ttWShVxTyWSGQwkUgWijaZoGOcGk7LQoD4klF35B7gn3tATx/z45V7dzsNmf290jaWcrO5DZ2yXgJJKW+mVJerdsBhf+KcXc4uu+VMKqtPvPni6oOyQ3fOoLPF113U5Rd7gSDqvtJZ8zla2o+2Hr8iJwvcsmoHPX1A/VrIq6E+VXU0aJKC6VXZWs8WNDBcAR4FQ6bu/OutC+aHpOzeElokxMMb05dmA5eugPj6tzHxlq3e3js0Mp/fU0EgaqzXbV8/D5V2vOBpbpdzf6vSB+3cfwe6eM/LvzSoWGC2M9IQ3Xd1HLUv7JaO3c9+HWDLnIoic56kTlZ+76OFfGy6OpOsnVSPpjxemGxgtYCR5+Prrx+713g2Ldas8fHP7Pkv1Ka2cTxcgUYMRlVqe3QpW3UdeNAyTvrv70BksevjX+MI/vYiu7qMYTov640pmbd38VtsvbH2tT/vYPIoh6rkXzWJ5UR2RR3R0ArM7NqdB/GLjjk5QnjOppl/H7Mmy+3Lv+r/BiIPYi941njapQe5APJBIm54jyXW9ee9xbHqlF6EAK3ClSu5mQLsv1zsfDMhxT+m69J2LF7RVMYszJVJZrFs4Pc9lqFu3L5nF1s45WH/9dN22LmrcEH8US80apGpGy5hs6WxDfTD/chsaiHQWTbGQ7Y6ZRoZM63cPLWvF/buP2Lr5tT6nc/4UBBRjG06JukbZjRiilcnb6gOeSGqP56NPhx2NTR3/m9AYQTyZARiKHquXREMBPLZiLv7hxhlyUdP7XjiCuAPjaHSNGyJBDGdES8IDpWHrPnQGV298HQ/8+x/k2Nvjt+TipS8e+RhXTW1GfLTCg9b3Kq+LWckqvfMzpTm/Z5lufCgcQHMsXPB+o+/xg/q4Zl121U42KyKeyhVelUrnd86/pCBOolVYMhwQiuqYabTtl8bVUBfEyf4ENr96zFK8wPA7NCpFPLZibmE+k40Yktl3W/l7e7G8ZN5Y//vfzsaPX/7P0biavVYETgqN+iRXBUMjGd2qHGCwVePP6Bq54dbWKr6rlZu0pbMNzdEwmDDmsjZqo2J0vrXOz/qF0/CtL12GWCRY8LzZao3jYXsQUAzJW/zuo7czGSqPQ68cjVsTkzQuOz1rrH6mesxPrGqHyFHQ70erDI/6Z6Prafnc2njApcB5NBzEmT8OQ2DAn3+uHqcGEpg4LiflNkN5LSVjf9d1LZYmPo8nI8vojUMqf1RMsrGTidqJWEW9GDxxfhBXt0zIW4QB1ntfqY/Jbr8lq+/3eFFCpYO8ohJUelbjJOoyJyLnnuZo2elOa/cz1WOuGy0jI4oc8WRW+3ox7QrjxXTBlbBT+VnqCdUfT+Effpk/SdUFzc+9nmLtws/Vuz5Wt9AyGIm09jj6zg2ZdphVY1TCx2oRVCeFk4czolydXtqhKtWeUqfg3QdP47EV89BYP9Y+xmz+sDseO+8vV9eCvPGW7JuqCD/4Ws2wmqOhjoHo+cDjyYz8s9X4iWZ+0+i43MyNMDtWs+tlu6maVdGIIta1pG0y3rj7Wvxs9XyAQ/OcFZOxr3UM9zx3GImUfkxDb6ylyFXRi1nVBwXNRo2SaEBvcWRXkGHnXCuFE5LRNBSpKBYsWnlL9zx3GBuWzMKiyy/ET3/7Po6fHbLUUFJrPFYEWVbf71XFCDuQQXJAJVR6MJpgjALY0XCgwFBsXNoqH5uV4Lf6PU++eUKeLMCBx1bMtdSdVvl5RpON2WRqdr286IILjD3gT6xqx/e/9pdydv/qHfqCAafqT6NjsDNWvcnIbQWenvCCCQz1oQCeWJUbx4M3zZJzh4Ax0Y0SqZbhJ4NJcA58MpjE4Ij55G73XFsWqSgWLHrihfpwQO5C+8jrfXj7RD927vsQ8VRpVY5qyq0+JpedA8rh3rCL0VZ9KJkp6DkkuUIAYPfB0+jqmCnnEI0l9Qma/YrUbhTlezpmT8aSORepElTb8MSqdtSFxgqJ6lXltuIeNXNLmF0vu9fTjhskF0CHXNpI75wVi94xDKdFW2OVAvUAZFWelerndmOqSgOqJ7wQAAQDDOcHkwgKTHZ3qfsEjWSyGExm8ho0PrSsFaGgYCn2ZpWRTBbxZAbPfme+3JVY6zoqXV96runhVBZdHTNlYys9J7fvKEzk9ksYoBTQDskBpXZvOMVujoaUf9Q5/xJZdtvVfRSd8y9BfVCwXKjRzGWxZmcPRA5LqzCr7jSjlZ3pDsrB9bSzkizFjtroGOyMVWt3G09l0RQN4dEVc9G7YTG6OmZi574P5WvgRDKu3EVo3yMHkRGBTXt60dUxU/7eTXt6Uae6LqII3PNcoVtMdFhfV2s3mM2KGBo1esqyV5PGRTTjstIioGViDFtUeUtbO+dAEICu7qOyMfrh12dazhfSG2M14I/lfIXhJNDpJ8x2BOpjU66Quzpmmu4mlJ/vJN9CiRuTudn18vp6urWjNtqFuHUMWrvbp3/zvlwKSlkOpz4kFPwNYG0HqNxF6N4jkQCmjo/lvT51fKzgvOlVRo9G7Bt8vVSIaDgoJ7JKx2jUlVgpqFD325IWOls758gVIBrrQpbv80oQVTmFdkgOKbevtRjMdgTqY1MmEVoRIyg/XzeT3GKip9MkVvUKEhhVWkkLSVWSqJfX040dtZVdiBvHoLW7XXT5hQWr93ufPyxfA6uLBuU1Gcnkyuf8bPV8JFIZrFnQkvfeXKwog+VXTsnbrS+/ckphgrdOYrE61qQ1DvXuQntH3gPOoXmMU5qjptdR67pIC4hvfeky3Pv8YVvPSSWIqpxCO6QaRBAYmqK5KgyxiLnkVJ2tDgBdHTMxbVKD5kpcuVqvDwnY0tlWULPL6mTsRIqqt4LU7lTr3spSbwfjxu7FyS7ECVq7W70dTExjRyyh3gEqr4lmy/TlbQCg6IY7B4LAsHZX/q5k7a6e3H3LWJ4LemtnmyoJus3R7kLXuEYC2seo6kostWeJRgKmhUwFgcm9waSFnjqOpnWfW1kA+D1PUg9KjK1SjG5Iu1v+YhPmin047P59IpXBuc+SuLgpKgefzw8mdTvVujGpe+1GKVXiqvI4pEKk0r9G1Qq03FyxSFAWrigTrvWqFEgLJNmtpVNxvnfDYgzEU45EFWb3st7vN//tbKSzvKCA73hFBQ2tihsPLWtFYySo271Y+X0dsyfLBYkTqQxiYe1drpXqET506VFx1VrFzL1jd8tfrMupWFeS3aB8XCf4rNep1g1xgddulFL18NIKyO9572MNN20bBJY73wWS8ZXtCAcE3Pb02P0XT2YwaVwEgL4UOqa6xnrH3HduKHduU1nZ5Wb1HjFsCihyCAwFxVOl3dbug6fx42+0ysfYoFLwJVLZgkaR9zx3GJ8m0paerRePfIyu7qMYiKd0jZH6b7Sex0p26ZHLrgoxc+/YFQq44XJyukuyvTtKj00K0rFLwWcp6dctub5ybOCQJ1wJVytcmLgu3XTRqAPy3/7yVNSHBHkHc7I/gQf+/Q8F/auU5/BORY8eKQ7z4E2zsLvnjOUqHVrHLPU0ks51NBQYLbkUwHBatLB7LnQvSl2MY5Egzn2WxK+OncODN82S+1BJ1/A710xFPJnBN7fv03b36YgrLm6KQm8T6+TZMvubSsiT1IMMUhVidkM6UX0ZlWExQ1nb6/hZ7UKvWjhxPegd+5TmKLjIXSuNoleqR+TIT+J0KTfNaBLy0kWjvO6Mifjm9n35k7kqjiWKXHdintIczTVkfKMPDy1rzYshGSXrbls5L6/G3+a/nY2BeAqrd+zPM1S7D57Wva8kg62Oaa5Z0CJ3MVYbvfODSWy/tX3MJWeSTyaJK9TP1amBBMY3RHSLwzp5toz+phLyJPWgGFIV4icfsyhyfBJPWuqgafc4bP3NynY01BVWZ3a6k9D7ngdvmoWFm39VUr99qSp1W4ljDSUz+GQwqdnETq7YrVHs1ug6SJUYBpMZ3PPcYd2YlvS6WYHUNQtasOrqy9BQF9TtYtzVMRNf2/pm3rGZHf9IKoNklqNBUWH/pnkXoSEStNURuVgqOYbkb3NJOMLMvVPKPKpEOquZv9HVMdPUhWDq79cYr+6xu+SuUBo0vV3AsQcWG3YgVbbNEATIgX+n16BULpqRdBZ71/9NgVhEufKOhgN4eO8xDcVYLg4z5lYam3rMjKYgMAQEQU5+1YtBSa8XFI5VubA37z2Ot08MyG45vc8yyq+TkN4TDQUwmMzkCRq2dLahIRLEL945JXfB1VJGmgmQ7C6gKjlPkgxSFWLlhizGBWcHvckypyQydiHoTQAn+xOIjSbwark/3HZtKd09UttpswRhrePSc/Nt2tNb1Oq5FC4apVhErSBTutoSqSzOfpbEpld65fJTpwZy16uYCVHpBtSLQUmvF8SidO7Bi5uiONmf0HWzqd2I9UEBj98yL6/H2PL5U1AfEhBPZQrceWt39uDH32hF1//6fd73quXZevck4LxvV6meb7chlV2V4nXirtXSJXpKKSn3yeizJX+/utDr5lePGaqG9I7difpIqVhUtp12Uq1cryL3d69tcaSEMjpPasGDdK0SqQyGRuyVnJF6NV0QDeeVD3rhwGkEBEGzTNP5wSS+tvVNrPjJvpz820ILDSOU95H63K9fOA2PrZiHaRMb8Pgt8yx3Ru47N4SH9x7TVNVNHBcpkJUPJNK445kDipJaUxBkDH//i0OIhrUVnJP/rL7ge5XKSKN7spLVck6pHNNJlBWzDq16KzctF9qWzjbEwtouBC1/v3JV+tp/npVzNYZT2Twpu2m/FweuLb2201YShK1+f8vEBktjUaJ3nhrqgrq7Qq2EVLMVt5Rbs3PfSe3yQeH8yd8rd5HyPnrxyMdomRDDYyvmoSESQH8ihTuf1S9KaqTWOz+YRCwSNB2vtnI1pxxcf/0MnPnjsOZOK57M4KqpzbriDbN70itXrF8TZ2mHRJhSkNe0Yz8GkxlMaIxortz0SsT0/OAGPLGqHeNjEQQC2reeelW4ee9x3PHMAZwaSOCR1/uw4C8myaVkcm0ccq0GrBT2dJLLo5ww1OVdug+dQVf3UdlFZPZAG63UrYwl77N0zpN6LMr3fffaloIipGYrbklGb1Y+SIkXu3PZ0K3M5Tp1tH0e/9z9Hk59OizvWvWOSf23D940C5tfzRkjqQGi2XiN3H73Pn8YAoPmjjkWDhj2FzK6J73KPZOe5yffPIHjZ4dQHwpgKJlBNuuwGq2LkEEiTN1veq6mu64bqz8mrdyyoohP4kms/ul+rP95z6g894BsyOI69cUk1A9+x+zJ6OqYiSnNUZ2KyD34NJG2NMmqEwrXL5yGx2+Zh2g4oOu+MnIV2U0Q1kpofGhZKx59o8/+Z1nc7Snf56TQrfT3ZuWDvCLP3ajI+RrfGMHmm9t0RQlaFbgb6oJ5f2urAaLBYuKdDwbw55+rx+6Dp7Ft5bw84xMICIbGLhoK4LEVc/HG3dfiv370Vbxx97V4bMVcREMBz7oKJNJZuairtLi745kD6E8YV2gvBeSyqzHUW3UrvW7MXE3AmNggmRFlSe6eddfIK3LAWv01ZYBe3Send8Ni3VWq+jWtSVZdY68/nlL1aSp0X2m5irRcY1YocGeNquw239xm+7OsChmU73PSNl76ezdbzpuhJSJRXyPpO4dsJjsbBfuN3FhGbj9JBLFkzkV46q33TdMZ1KSyYp5YZGtnmzxWT9yf4UDejhcYE2G4nSpgF9oh+Ri3e55olhRKpLBz34eGOwy91eGpgUTeSn/zq8fyVtKOVuSKVaG6T45eReRTA4mC1/TcGtKENJwWTV090vuVZXGkyUa54rVznfLcWXVBRMPaq+diu+RqvU9KSLWz4s79vX75IKlPlhf3qFJEoneN3NpFmJXbMnb7tSEUYNj0Si+2vtZnK8ajrCyi3PVLx+iF+zORyhbdFsYrKDHWp3iR3KaXQNnVMROLHv61/Jo62dG0eGYyi/t3H8HunjN5hTP1imiarcKUK1VlIqJ2Z9E2hAOCSmDRhmZF0UvN73CpWKkX18nqZ1oNTCvfp05IrQ8KGM6Ihp8hVbCuDwtIjFbcSCRzOxi3q6cr79H/+tFXMeN+82vkRoBe79nYtnJeQV055fed7E9g86vHZJHLVVOb8cSqdogclsajvA+VxVWHU9m8vC2rWDkX0mLnjme8KTSsAxVXrWS8kHxacb0BhTsM9S7hiVXtqA8pKjkLwNnPkgDy4yxOVuTS9ylbi0t0HzpT4KdvioYRENioHPlGPH7LPDQ3RJBQKPC0cCtg7MV1cqNLrt77ouEgGupG/z8UwEDCXBAixV8CgpCrWj26u1P2yfLiHtXbEQ+NZOQOrnJsKRRwrQ+URG7HENTtOwUOxCJBucX6VVOb8diKuYiPGjcr3XOl+1BabOULduzFdKx27hUEhlg4YJgqUC7IIPkUwyoFNt0j0opIr5GZJE01ujGVD2E8mcXqHfmVnB9bMVeuWLz74Gk8fss8bL65DU0KN4edIDKg7Y7pnH9JbsU6OvkksyL+OJzGjt9+gI8+HcEdz4wJKIweaLdcPV5USShV5YVijakX4zQTkWxc2orf9J1Hf8Jey3TT79V5NuTK4hrnpKDK+a3tCAiChgvOvJL++uun22phrnkMNq5nICDInWydPJteQaIGn2JUpcBOrTR1HopWUUtJmmrFxaCXj7Ft5bxc909lU7LRFbmEsgCnFReLlaCuKEKub6YO0hoJKNwKGHtRJaFUxTHtlGbSumaJtL1xWrnuuvlGdbk8tE2v9OKu61oKylEZXWuz7xVFjqwoFjwbm5bNxsaX/9PQyKpFEiLntoy0dB82N4SLNu5Oqvj7rZqDP0ZBFKCl6nloWSt+/HJv3urHzOerNiAix1hpfcXD2TCaF2QW2zFybUz//kuykdPLzLcbczF7aKSSMk6CtG48kE462pbjM7WwWprJqAOv1XFave7qhcJnw2n89LfvY/Pe4/J7/uXmNsvX2sr3JlJZ3Pnsu5jQGMkrdwRwdB86g6umNlteDDitpG9XLejWd/sNEjX4GHV1BEk4IGElCO928F6qZ2YkjDAKjrpdmXpoJIPVO/abdjX1AqU8WQ72O9xpacnxk1lxTICQdBbkNvtO9WStrGCgDM5rBe+339ou75Scdmo1EgCInOOZtz/AkraL5B3Snvc+xqqrL7MckLdS+d6oM+2Kn+yzJdQopl6i1b/T2/H5tMq3BFX7rnSUK3iwMeGAhJXVj1urJmmnNaExUlDJWZrEJJSr1YKJNiS4GneIhnOy5J37TmpUmPYuSOvWwy8p2KKRAD4ZTOLhvcdw9rMkHlsxF6msmFc92u3JRSllrg8HZJdY96EzWNI2GXFV9eqNS1sB5MQl0jWTYnmA8S5Ta2c9aVyk4DuUxziSzuIrfzkpryzQluVtiASY5Z2ZaW+wdBafDCY1n5HhVFY2uo5zzVyu0G1231VqlW8JEjVUCE6D8G4H77sPnZErOfduWIxtK+dh98HT8soZGDN4Uh+bTwaT4Bz4ZDCJwZEM1ixoyfvsYsqh5B7CXFfTz19QV5Ap79XD6Ia6TlZFjQpE7nvhCNZfPwMTGiP4NJG2FRy3iyR0AQM4OFb8ZB8WPfxr+TquWzi94PvvfX6sOockhrEqsNFSNWp9R34JKhSUOlq7qwdpEWiOhfHEqnb0/OAG/Gz1fNTr3M9makpluwyttuVWVXsFFSUcqP6sqCbN7juviyp7De2QKgQ7q5+8XUk6i6ZoyNXgffehM7Jv/YlV7eicfwnePjFQsFodyWQxqNGy4LYvT9V8fzHnRlqdN9aZx8LcwEoA2SyYriUQkXpFXdxkrSSOE7QKs25Z3oa1u8Z2KkZ9gq6a2owty9vw1FvvY+trfZZ2b1pxMbOyP3qdZ6ORgKz2NNuhmsXj3GiXYdZCQs+9Zud1+Xh07rv6UC5BuVJ3RhIUQ6oyvPIjO3nopPiOUefQSn143OjKqxff692wGKcGEtpdV12IiWmNff3CafjWly6T42Dg0L12HBxPvZUvNLCb8Gz4HaOfY3SOAViORZo1wCv2eTGKj2kZzaZoSDOhWO915Vj0rt3y+VM0Syz56LmyNBAySFWGHdGA3Qx32+93SVDhR8wmMivXwagN+gXREJJZ0ZNJxsp1MVyA6IgA3K5yYaTuG06Lctzrkdf70H3ojON7q9hKD3rns+cHN2ga3G0r52m2Tdd7XXnPaJ2Tx2+ZV+qqC04gUUMtYjUXwcnK0K5MWko2LBBUJLO5yssVjJkL1cp10HYntUHkwD93H8XU8c4LuRqRSGWxZkELFl1+IVomNsjqNaXQxej43JAom32H3u+1igFLYgt1O3U74yhG/q8nHNJzOcYi2s389F5X3jOa56xEidSlgEQNVYTUZrp3w2LsWXcNOmZPBqAtGihFN0pJAacVLK4GjALIVkoTqTP9t62ch537TmL+j/4Du3vO6PY4Kpa6gIDl86fIZWq6uo9i+ZVTCjqt6h2fm20RzILw6t9rlSu69/nDWH/9dNMxuF2sWELvfBhVRtF6/bPhtKVyVupz4lXfpHJALrsqQS+nZPfB0+icf0lhYc4SudPc6kzpNAhcLhwFuktwTdwqrFmu8250jsChX8TU4xwdrfMBQNflqLXLe+0/z2LBX0wqSF1wM4epjJDLrpbQU2xpVSsGSpfV7UY1BKNYgtvVpt1Czx0FaE9SzbGw7VI8Tkiks5ZcQ1aOz+i6emWwnN632iWvDtpK7jVC73zouSSVr5/sT8j5X++e/KNmJRWz7670/CMJctlVCXp+ZD35qlfdKL3AyL2o9fpIJuuJa8YuWu4oo2MpxTWJjgoBvHTxWK067QTH+XgGcmmvxgrouyRlA6aqGH5+MJnrwsvheg5TJUA7pCrB7sqxklZVRsbWbva/FqV0PxkFoAXm/TVJpLJysz2la2hLZ5trhs9oN6K3i3Gz4K7mmAyeD82xrmwvEN54cZ9U0nNYCjzdITHGbmSM9TLG+hhj/6jx+2sYY+8yxjKMsW94OZZqx8nK0c+rKmUAWi8IrPW6Vvb/zn0fIp7S3jF5uZrXwigAXQrDGA0F0Dn/Euw+eFqutvH4LfPQHHXPzWlX9WX3Gji5b/WeD133ZSRQsvvEz89hqfHMIDHGAgAeAbAYwBcBdDLGvqh620kAqwD8q1fjqBXUii07pXO8Uh85Rf3wP/XW+9iyXLuZmHqSUWf/d8yejCVzLsLtOw7kTSRSgzflCrmYEkBWz5/exFgf9NZ1JCHdJ9/+8lRMm9SA4XRuBx0IuDcV2FV9lULxqfd86I31ZH8i7/tLMUbCQ5UdY+wqAF2c80WjP98HAJzzBzXe+zSAf+Oc/9Lsc0ll5y5+VOhYqSSgp7JTZ//rtVGXkgmf/c58zTbZvRtuxHDauLU34Oz86fUWcrMKejnROidbOtvQHAvnzqm6H1EZE6hzY00WFJHd/GovNt/cNpYoXMVJ3iWi7C3MPw/glOLn06Ov2YYxdjtjbD9jbP/58+ddGRyRo5wrP72dhZbLZ+trfTmBhk5wWHo9l/s0tgPR65MUiwTx9ol+zQD/mgUtlncrTs6floumqpIbhbEq4sceWJwrN8SBv//FIc1zWc48GkFgiEWCePCmWejdsBhdHTOx6ZVenP0smff91ZTr42e8NEhaFtHRdoxzvo1z3s45b58wYUKRwyKUlGsiNPLJF/Pwq10ziZR2/Knv3BAA7TbZq66+TO5IamZk3Dp/1TjhDaez+Ob2fWj74StYt6tHrmSuPpf/f3v3HiPnWd1x/Htm197FWQNpnKCSxDVgk5amlpG3TqlKm4tLCVEJaklxkOVGpEa9BCOliUTatDIXiVLToERCLS6gNFziQpUSqyFKEQlVhIjjhRgcp3VxCThuqsaXFHm92fvpHzOzmZmdyzsz7+V53/l9pEhee7L7zLMz75nnec57ThrZhe22VUeHhzhvZJjtnz3Adfc8zsmzM8t+fp6yUvMsyb2AE8ClNV9fAjzf4rGSgeqbNIsuk53uC+mnY2rtPSHnrRxe9r3uvnET+w4cB1hqt1B370cXQSau+7nS6hKblnaVzK+75/HO5XBiTOjotK0a5ecrGy4dSQakg8AGM3sd8N/ANuC9Cf486dLU3AL3fvvZRFOAW4mS/vy5m8brOqZ20ipLrVk9tNqWGY33fnQTpF8xXFrWuuHubZuWleHppGgXvFa/3/UXjTWdyzhuoG4lShp6lJ+f5BilLLFZdfd5M7sFeAQYAj7v7kfM7CPAhLvvN7NfBv4ZOB/4bTP7sLv/YlJjknqrVg5xz6PHOHby3FIvmGMvTKaS0BBlZRGl301Vp0/BjReStoVRu1itvDS/yL4nj9fN374nj/O+t76esS4z15K64GVR5qfV7/e5M1Opr/zS3JYOtZRVXqiW3QBo9SbpplVFEmPqt31DrbifS9QLS+jZV21bOMx3ziKM9+du4ryRYUaHe/9ZvVzw03qdh5ixGhD1Q5LORT6zfAO1bZzW5YU+q8CQZVCPotX4qmnvSf7e414t9HrBTytQhP5ayFjmad8SgHZpyf3cTBuHfts31MoqSy307Kt2ZZeSTvWPowJBXcWO2XnuP/CTrsed1uu8SKn7WVFAKrhOb5JQy5a0q2jQ9N6ljAJD1kG9k1aBupr2XhXihbPx1oD33/dd58pDSwAADK1JREFU3vXmS5b6fEH0cXd6ncdRraSIqftpG/h1ZNGl1WYiqn6KaDbrFlq79dJNllrjOF4xXOr5TKWXZIS0Dr+bJWjUpr1XZfmaaKVd6ng1Xb/agRij9xbkMW3pFS11Pws6Qyq4kA5a+x1LXHv0rUrbfPfHZ/jA/YcSn6O0fyfNgm+ofaRqtToXPPqxa7nszoeXEiVWDpX4wy9+r+fn0u3rqu3Zp7LsWlFSg5SF8ibpN6DElbjQahx/t30zf/Hg0+z//vOJHkaHcPgdymuinVbztHfH5qWahiWDm+/tby67eV2F9AEvZ5TUIGWhnBP1e+gb1x59q3GMjQ7zJ1et73pc3Qrh8Dur18TiojM5XTmrmZ5narb1eU3LlhErXx736Ir+57Kb15WqfidLAUnqJNmKot+AElfiQruD/vUXjXU9rm4N6uF3tbL2zvsq9Qvvm+DMuVnOTs81fZ1FSRiJYy67eV2F8GGiyLRlJ0uS3o6I4/vHsdW0uOicOjfDBxtaDnztqRP81uU/y+79Rwp1hhSKVltwH/+dX2LN6pGeb2COYy6jvq5C2G7NKZ0hSWtZ9eQJ5exiYWGRc7MLnDcyzLEXJnnk6f9h2xVrW/bsiVtW85Dl/LdLUjCj5xuY03xOg/phIgaRJkchfQC1fFONrUx8OyKJem29XJCGhkqMjRhTcwtseM0YF5//+qX/b2wk+Z3sLAp1Zn0xbVffrtcVEqQ7l0UrghsanSENoFYHs+dmmvcOCvlso11fpU5CSfZIS9YH8uWzmvpW9Htu2Mj5q1bk6l6dQXvdpEkrpAHU7mA2bzf2RWktIGVZH8iXVxcj/P2O8aWWIqUSfRVblWLRO3YAtdo6eWluMXfbEf1cZHvZ6gvlDKwXIVTtKJWMsdHK9tqoLj9ST1t2A6g2zfVdm17Lt267ki/tvGKpwXyetiN6TfvtZauvn+3BEIReCFZEWXYDanHRmZ5f4NzMPLtq0p/zljHU60F9L+m7Iab8drtiy/MKT3JNWXbSWqlkLDrsuv9Qy/OXPFy8es166mWrL+szmEa9BONWGWl5+F0nZZCfe2i0ZTfA2l1g87Q91UvWU7Otvl1Xr+dcQ5WKun48M/Psunp93f+TZRZiXFlzefpdx22Qn3uIFJAGWLvzl6xThCHZMkaN5ym3bt3Ajl9dx+nJWdzh1NkZzk7PcXZ6rq4fz7Yta7l164YgzmDiWrGF8LvOyiA/9xBpy26Ate3fYiS+PdWpjH+SN3E2bvVNzy5wZmqWOx44vPTz9tywkRVDpbotzQ/uO8TeHZu55ZoNmW/vxJU1F9pWZJoG+bmHSCukAdaueGXSBUCXCm3WbZXMLK2C0vjkWrvVt+hw+1d/wIWrR3ho11v54h9cwfyCs7rhwl5t/x1CFmLSxWZDviE6LoP83EOkgDTgWp2/JJ0iPDW7sJRQ8XLAObR0IUj7k+uqkSFe88oRbnvbZezef4TL7nyYOx44zLnZ+bqW2SFdrOJqnz7I6eCD/NxDpLRvaSnJ7KNOTdHSTrGenJ7n1OQMdzxwuGk16q13/Vsu0+KjGuRMs0F+7ilSg75BFGciQJI1u6ZmWmyVzFRWSCl/cl21coi1F6xquipbe8Eqjn7sWvbu2FzIYASDXZ9tkJ97aBSQCiRPKaylEuy5YeOyQpulUvXfo21HxRWASyVrGSR/+L+TXHbnw+WzI12sRBKjLbsCCbGSQCuLi87Z6TlenJrj0p9ZxXNnpjh/1QpWj67oqllfnJl4zb7fJ353I5/816OcPDsT5DwWmbbSCkWVGgZNnlJYSyVj9egKhoZKmMGa1SNdX3DirvS9tCqrVKM+fnqKu75RDkY66E5X1r2bJBvasiuQvKWw9rt3n0QAXqpG7eUgedd7NkXKXkvyJt5BpBtWB5MCUoEUJYU16sU9yQDcTbDM09ldXuRptS/xUUAqkLjuS+lHvyuFbi7uoQTgPHyaz9sKLm+rfYmHkhokNnHs+3ebmBHCwXene6qylsfzmDyOWdrSfUiSrjhWCt1u1YRwD0non+aTWMElveIKYbUv6VNAktjEse8f+sW9mVC2DluJ+zwmrTOzED5sSLoUkCQ2cQST0C/uzYT+aT7uIJ+HMzPJJ50hSWzi2vcP4VyoSGK/gTjwMzMJkm6MlXT12k682fdp1mZbehPX76Uqrj5MIo20ZSex0r5/mOL8veRxW1XyQR9nRKQrca+4RKoUkESka9pWlSRoy05ERIKggCQiIkFQQBIRkSAoIImISBAUkEREJAgKSCIFk7dWEyJVytcUKRC1bZA80wpJpEBU+FTyTAFJpEDU+lvyTAFJpEDy2E9KpEoBSaRAVPhU8kxJDSIFosKnkmcKSCIFo8KnklfashMRkSAoIImISBAUkEREJAgKSCIiEgQFJBERCYICkoiIBEEBSUREgpBoQDKzt5vZUTM7ZmYfavLvI2b2j5V/P2Bm65Icj4iIhCuxgGRmQ8CngWuBNwE3mtmbGh52M/Ciu68HPgV8IqnxiIhI2JJcIW0Bjrn7j9x9FtgHXN/wmOuBf6j8+Z+Aa8xMNU5ERAZQkgHpYuC5mq9PVP6u6WPcfR74KXBBgmMSEZFAJRmQmq10GnspR3kMZvZ+M5sws4mTJ0/GMjgREQlLkgHpBHBpzdeXAM+3eoyZDQOvAs40PAZ33+vu4+4+fuGFFyY0XBERyVKSAekgsMHMXmdmK4FtwP6Gx+wHfr/y53cDj7r7shWSiIgUX2K16d193sxuAR4BhoDPu/sRM/sIMOHu+4HPAV8ws2OUV0bbkhqPiIiEzfK2IBkfH/eJiYmshyEiItFFyp5WpQYREQmCApKIiAQhd1t2ZnYS+EnW48iZNcCprAeRc5rDeGge+5fHOTzl7m/v9KDcBSTpnplNuPt41uPIM81hPDSP/SvyHGrLTkREgqCAJCIiQVBAGgx7sx5AAWgO46F57F9h51BnSCIiEgStkEREJAgKSAUSoUPvrWb2jJn9wMy+aWY/l8U4Q9ZpDmse924zczMrZLZTP6LMoZn9XuW1eMTMvpz2GEMX4b281sweM7OnKu/nd2Qxzrhpy64gKh16/xP4TcpV1A8CN7r7MzWPuQo44O5TZvZHwJXu/p5MBhygKHNYedxq4CFgJXCLu6uWVUXE1+EG4CvA1e7+opld5O4vZDLgAEWcw73AU+7+t5VO3F9393VZjDdOWiEVR8cOve7+mLtPVb58gnJLEHlZlC7HAB8F/hqYTnNwORFlDncCn3b3FwEUjJaJMocOvLLy51exvLVPLikgFUeUDr21bgYeTnRE+dNxDs3szcCl7v4vaQ4sR6K8Dt8IvNHMvm1mT5hZxzv4B0yUOdwNbDezE8DXgQ+kM7RkJdZ+QlIXqfsugJltB8aB30h0RPnTdg7NrAR8CrgprQHlUJTX4TCwAbiS8ir9cTO73N3/L+Gx5UWUObwRuNfd/8bM3kK5jc/l7r6Y/PCSoxVScUTp0IuZbQX+HHinu8+kNLa86DSHq4HLgW+Z2Y+BXwH2K7GhTtRO0Q+6+5y7PwscpRygpCzKHN5M+RwOd/8OMEq5xl2uKSAVR8cOvZXtps9QDkbat1+u7Ry6+0/dfY27r6scID9BeS6V1PCyKJ2ivwZcBWBmayhv4f0o1VGGLcocHgeuATCzX6AckE6mOsoEKCAVhLvPA9UOvf8OfKXaodfM3ll52B5gDPiqmR0ys8YX+UCLOIfSRsQ5fAQ4bWbPAI8Bt7v76WxGHJ6Ic/inwE4z+z5wP3CTFyBlWmnfIiISBK2QREQkCApIIiISBAUkEREJggKSiIgEQQFJRESCoIAkkgAze7WZ/XHW4xDJEwUkkWS8GlBAEumCApJIMv4KeEPlBuQ9Zna7mR2s9K75MICZrTOz/zCzz5rZ02b2JTPbWik6+kMz21J53G4z+4KZPVr5+52ZPjORhCggiSTjQ8B/ufsm4BuUa7VtATYBm83s1yuPWw/cDWwEfh54L/BrwG3An9V8v43AdcBbgL80s9em8SRE0qSAJJK8t1X+ewr4HuXAUy0m+qy7H65UaT4CfLNSAuYwsK7mezzo7i+5+ynK5Xa2pDV4kbSo/YRI8gz4uLt/pu4vzdYBtRXXF2u+XqT+/dlY40s1v6RwtEISScZZyu0qoFwk831mNgZgZheb2UVdfr/rzWzUzC6g3EfoYGwjFQmEVkgiCXD305XkhKcpd+b9MvAdMwOYBLYDC118yyeBh4C1wEfdvRAtq0Vqqdq3SODMbDcw6e6fzHosIknSlp2IiARBKyQREQmCVkgiIhIEBSQREQmCApKIiARBAUlERIKggCQiIkFQQBIRkSD8P1vnltUCSWOQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb237048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb5100b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb2600f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb55d7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbdac5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbd99a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb48cf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data, size=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
